{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Developing `make_ww3_wind_file` Worker\n", "\n", "Code experiments and verification for the `make_ww3_wind_file` worker." ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "wwatch3 requires the wind forcing file that is input to `ww3_prnc`\n", "to have a structure similar this ocean currents file:\n", "\n", "```\n", "netcdf GSL5km_2009_CUR {\n", "dimensions:\n", " longitude = 150 ;\n", " latitude = 236 ;\n", " time = UNLIMITED ; // (8760 currently)\n", "variables:\n", " double time(time) ;\n", " time:long_name = \"Time\" ;\n", " time:time_origin = \"2009-01-01 01:00:00\" ;\n", " time:delta_t = \"0000-00-00 01:00:00\" ;\n", " time:units = \"days since 2009-01-01T01:00:00Z\" ;\n", " double latitude(latitude, longitude) ;\n", " latitude:long_name = \"Latitude\" ;\n", " latitude:units = \"degrees_north\" ;\n", " double longitude(latitude, longitude) ;\n", " longitude:long_name = \"Longitude\" ;\n", " longitude:units = \"degrees_east\" ;\n", " double uas(time, latitude, longitude) ;\n", " uas:standard_name = \"uas\" ;\n", " uas:long_name = \"East component of current\" ;\n", " uas:units = \"m s-1\" ;\n", " double vas(time, latitude, longitude) ;\n", " vas:standard_name = \"vas\" ;\n", " vas:long_name = \"North component of current\" ;\n", " vas:units = \"m s-1\" ;\n", "\n", "```\n", "(Example courtesy of Caroline Sevigny at Université du Québec à Rimouski)\n", "\n", "The worker needs to transform the `time_counter`,\n", "`nav_lon`,\n", "`nav_lat`,\n", "`u_wind`,\n", "and `v_wind` variable from files like\n", "\n", "`/results/forcing/atmospheric/GEM2.5/operational/ops_y2017m03d17.nc`\n", "\n", "to produce an netCDF4 file with a structure similar to above that `ww3_prnc` will accept.\n", "\n", "It turns out that `xarray` makes it quite easy to produce such a file." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import arrow\n", "import cmocean\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import numpy.ma as ma\n", "import xarray as xr" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (time_counter: 24, x: 256, y: 266)\n", "Coordinates:\n", " * time_counter (time_counter) datetime64[ns] 2017-04-06 ...\n", " * x (x) float64 0.0 2.5e+03 5e+03 7.5e+03 1e+04 1.25e+04 ...\n", " * y (y) float64 0.0 2.5e+03 5e+03 7.5e+03 1e+04 1.25e+04 ...\n", "Data variables:\n", " atmpres (time_counter, y, x) float64 1.011e+05 1.011e+05 1.011e+05 ...\n", " nav_lat (y, x) float64 45.66 45.67 45.67 45.68 45.68 45.69 45.69 ...\n", " nav_lon (y, x) float64 233.0 233.0 233.1 233.1 233.1 233.2 233.2 ...\n", " precip (time_counter, y, x) float64 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n", " qair (time_counter, y, x) float64 0.005921 0.005933 0.005948 ...\n", " solar (time_counter, y, x) float64 131.8 120.7 120.7 120.7 131.8 ...\n", " tair (time_counter, y, x) float64 282.3 282.3 282.3 282.3 282.3 ...\n", " therm_rad (time_counter, y, x) float64 307.7 307.7 313.3 307.7 307.7 ...\n", " u_wind (time_counter, y, x) float64 -2.255 -2.235 -2.21 -2.195 ...\n", " v_wind (time_counter, y, x) float64 -1.141 -1.191 -1.236 -1.276 ...\n", "Attributes:\n", " Conventions: CF-1.0\n", " History: Wed Apr 5 12:16:00 2017: ncks -4 -L4 -O /results/forcing/atmospheric/GEM2.5/operational/fcst/ops_y2017m04d06.nc /results/forcing/atmospheric/GEM2.5/operational/fcst/ops_y2017m04d06.nc\n", "created by wgrib2\n", " GRIB2_grid_template: 20\n", " NCO: 4.4.2" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hrdps = xr.open_dataset('/results/forcing/atmospheric/GEM2.5/operational/fcst/ops_y2017m04d06.nc')\n", "hrdps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need to create a new dataset with:\n", "\n", "* the `time_counter` coordinate renamed to `time` because that is the coordinate/dimension name that `ww3_prnc` expects\n", "* a `latitude` coordinate derived from the `nav_lat` variable because that is one of the variable names that `ww3_prnc` expects\n", "* a `longitude` coordinate derived from the `nav_lon` variable because that is one of the variable names that `ww3_prnc` expects\n", "* a `u_wind` variable with its `time_counter` coordinate renamed to `time`\n", "* a `v_wind` variable with its `time_counter` coordinate renamed to `time`" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (time: 24, x: 256, y: 266)\n", "Coordinates:\n", " * time (time) datetime64[ns] 2017-04-06 2017-04-06T01:00:00 ...\n", " * x (x) float64 0.0 2.5e+03 5e+03 7.5e+03 1e+04 1.25e+04 1.5e+04 ...\n", " * y (y) float64 0.0 2.5e+03 5e+03 7.5e+03 1e+04 1.25e+04 1.5e+04 ...\n", " latitude (y, x) float64 45.66 45.67 45.67 45.68 45.68 45.69 45.69 45.7 ...\n", " longitude (y, x) float64 233.0 233.0 233.1 233.1 233.1 233.2 233.2 ...\n", "Data variables:\n", " u_wind (time, y, x) float64 -2.255 -2.235 -2.21 -2.195 -2.17 -2.15 ...\n", " v_wind (time, y, x) float64 -1.141 -1.191 -1.236 -1.276 -1.321 ..." ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds = xr.Dataset(\n", " data_vars={\n", " 'u_wind': hrdps.u_wind.rename({'time_counter': 'time'}),\n", " 'v_wind': hrdps.v_wind.rename({'time_counter': 'time'}),\n", " },\n", " coords={\n", " 'time': hrdps.time_counter.rename('time').rename({'time_counter': 'time'}),\n", " 'latitude': hrdps.nav_lat,\n", " 'longitude': hrdps.nav_lon,\n", " }\n", ")\n", "del ds.u_wind.attrs['coordinates']\n", "del ds.v_wind.attrs['coordinates']\n", "ds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `coordinates` attribute has to be deleted from `u_wind` and `v_wind`\n", "because the `to_netcdf()` method creates it and complains if it already exists." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "ds.to_netcdf('SoG_wind_20170406.nc')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "netcdf SoG_wind_20170406 {\r\n", "dimensions:\r\n", "\ttime = 24 ;\r\n", "\tx = 256 ;\r\n", "\ty = 266 ;\r\n", "variables:\r\n", "\tdouble time(time) ;\r\n", "\t\ttime:_FillValue = NaN ; // NaN\r\n", "\t\ttime:long_name = \"verification time generated by wgrib2 function verftime()\" ;\r\n", "\t\ttime:reference_time = 1491393600. ; // \"2017-04-05 12\"\r\n", "\t\ttime:reference_time_type = 3 ; // \"1970-01-01 00:00:03\"\r\n", "\t\ttime:reference_date = \"2017.04.05 12:00:00 UTC\" ;\r\n", "\t\ttime:reference_time_description = \"forecast or accumulated, reference date is fixed\" ;\r\n", "\t\ttime:time_step_setting = \"auto\" ;\r\n", "\t\ttime:time_step = 3600. ; // \"1970-01-01 01\"\r\n", "\t\ttime:time_origin = \"1970-Jan-01 00:00:00\" ;\r\n", "\t\ttime:units = \"seconds since 1970-01-01\" ;\r\n", "\t\ttime:calendar = \"proleptic_gregorian\" ;\r\n", "\t\ttime:_Storage = \"chunked\" ;\r\n", "\t\ttime:_ChunkSizes = 1 ;\r\n", "\t\ttime:_DeflateLevel = 4 ;\r\n", "\t\ttime:_Shuffle = \"true\" ;\r\n", "\t\ttime:_Endianness = \"little\" ;\r\n", "\tdouble x(x) ;\r\n", "\t\tx:_FillValue = NaN ;\r\n", "\t\tx:long_name = \"x coordinate of projection\" ;\r\n", "\t\tx:standard_name = \"projection_x_coordinate\" ;\r\n", "\t\tx:units = \"m\" ;\r\n", "\t\tx:grid_spacing = 2500. ;\r\n", "\t\tx:_Storage = \"chunked\" ;\r\n", "\t\tx:_ChunkSizes = 256 ;\r\n", "\t\tx:_DeflateLevel = 4 ;\r\n", "\t\tx:_Shuffle = \"true\" ;\r\n", "\t\tx:_Endianness = \"little\" ;\r\n", "\tdouble y(y) ;\r\n", "\t\ty:_FillValue = NaN ;\r\n", "\t\ty:long_name = \"y coordinate of projection\" ;\r\n", "\t\ty:standard_name = \"projection_y_coordinate\" ;\r\n", "\t\ty:units = \"m\" ;\r\n", "\t\ty:grid_spacing = 2500. ;\r\n", "\t\ty:_Storage = \"chunked\" ;\r\n", "\t\ty:_ChunkSizes = 266 ;\r\n", "\t\ty:_DeflateLevel = 4 ;\r\n", "\t\ty:_Shuffle = \"true\" ;\r\n", "\t\ty:_Endianness = \"little\" ;\r\n", "\tfloat u_wind(time, y, x) ;\r\n", "\t\tu_wind:_FillValue = 9.999e+20f ;\r\n", "\t\tu_wind:short_name = \"UGRD_10maboveground\" ;\r\n", "\t\tu_wind:long_name = \"U-Component of Wind\" ;\r\n", "\t\tu_wind:level = \"10 m above ground\" ;\r\n", "\t\tu_wind:units = \"m/s\" ;\r\n", "\t\tu_wind:coordinates = \"longitude latitude\" ;\r\n", "\t\tu_wind:_Storage = \"chunked\" ;\r\n", "\t\tu_wind:_ChunkSizes = 1, 266, 256 ;\r\n", "\t\tu_wind:_DeflateLevel = 4 ;\r\n", "\t\tu_wind:_Shuffle = \"true\" ;\r\n", "\t\tu_wind:_Endianness = \"little\" ;\r\n", "\tfloat v_wind(time, y, x) ;\r\n", "\t\tv_wind:_FillValue = 9.999e+20f ;\r\n", "\t\tv_wind:short_name = \"VGRD_10maboveground\" ;\r\n", "\t\tv_wind:long_name = \"V-Component of Wind\" ;\r\n", "\t\tv_wind:level = \"10 m above ground\" ;\r\n", "\t\tv_wind:units = \"m/s\" ;\r\n", "\t\tv_wind:coordinates = \"longitude latitude\" ;\r\n", "\t\tv_wind:_Storage = \"chunked\" ;\r\n", "\t\tv_wind:_ChunkSizes = 1, 266, 256 ;\r\n", "\t\tv_wind:_DeflateLevel = 4 ;\r\n", "\t\tv_wind:_Shuffle = \"true\" ;\r\n", "\t\tv_wind:_Endianness = \"little\" ;\r\n", "\tdouble latitude(y, x) ;\r\n", "\t\tlatitude:_FillValue = NaN ;\r\n", "\t\tlatitude:units = \"degrees_north\" ;\r\n", "\t\tlatitude:long_name = \"latitude\" ;\r\n", "\t\tlatitude:_Storage = \"chunked\" ;\r\n", "\t\tlatitude:_ChunkSizes = 266, 256 ;\r\n", "\t\tlatitude:_DeflateLevel = 4 ;\r\n", "\t\tlatitude:_Shuffle = \"true\" ;\r\n", "\t\tlatitude:_Endianness = \"little\" ;\r\n", "\tdouble longitude(y, x) ;\r\n", "\t\tlongitude:_FillValue = NaN ;\r\n", "\t\tlongitude:units = \"degrees_east\" ;\r\n", "\t\tlongitude:long_name = \"longitude\" ;\r\n", "\t\tlongitude:_Storage = \"chunked\" ;\r\n", "\t\tlongitude:_ChunkSizes = 266, 256 ;\r\n", "\t\tlongitude:_DeflateLevel = 4 ;\r\n", "\t\tlongitude:_Shuffle = \"true\" ;\r\n", "\t\tlongitude:_Endianness = \"little\" ;\r\n", "\r\n", "// global attributes:\r\n", "\t\t:_NCProperties = \"version=1|netcdflibversion=4.4.1|hdf5libversion=1.8.17\" ;\r\n", "\t\t:_SuperblockVersion = 0 ;\r\n", "\t\t:_IsNetcdf4 = 1 ;\r\n", "\t\t:_Format = \"netCDF-4\" ;\r\n", "data:\r\n", "\r\n", " time = \"2017-04-06\", \"2017-04-06 01\", \"2017-04-06 02\", \"2017-04-06 03\", \r\n", " \"2017-04-06 04\", \"2017-04-06 05\", \"2017-04-06 06\", \"2017-04-06 07\", \r\n", " \"2017-04-06 08\", \"2017-04-06 09\", \"2017-04-06 10\", \"2017-04-06 11\", \r\n", " \"2017-04-06 12\", \"2017-04-06 13\", \"2017-04-06 14\", \"2017-04-06 15\", \r\n", " \"2017-04-06 16\", \"2017-04-06 17\", \"2017-04-06 18\", \"2017-04-06 19\", \r\n", " \"2017-04-06 20\", \"2017-04-06 21\", \"2017-04-06 22\", \"2017-04-06 23\" ;\r\n", "\r\n", " x = 0, 2500, 5000, 7500, 10000, 12500, 15000, 17500, 20000, 22500, 25000, \r\n", " 27500, 30000, 32500, 35000, 37500, 40000, 42500, 45000, 47500, 50000, \r\n", " 52500, 55000, 57500, 60000, 62500, 65000, 67500, 70000, 72500, 75000, \r\n", " 77500, 80000, 82500, 85000, 87500, 90000, 92500, 95000, 97500, 100000, \r\n", " 102500, 105000, 107500, 110000, 112500, 115000, 117500, 120000, 122500, \r\n", " 125000, 127500, 130000, 132500, 135000, 137500, 140000, 142500, 145000, \r\n", " 147500, 150000, 152500, 155000, 157500, 160000, 162500, 165000, 167500, \r\n", " 170000, 172500, 175000, 177500, 180000, 182500, 185000, 187500, 190000, \r\n", " 192500, 195000, 197500, 200000, 202500, 205000, 207500, 210000, 212500, \r\n", " 215000, 217500, 220000, 222500, 225000, 227500, 230000, 232500, 235000, \r\n", " 237500, 240000, 242500, 245000, 247500, 250000, 252500, 255000, 257500, \r\n", " 260000, 262500, 265000, 267500, 270000, 272500, 275000, 277500, 280000, \r\n", " 282500, 285000, 287500, 290000, 292500, 295000, 297500, 300000, 302500, \r\n", " 305000, 307500, 310000, 312500, 315000, 317500, 320000, 322500, 325000, \r\n", " 327500, 330000, 332500, 335000, 337500, 340000, 342500, 345000, 347500, \r\n", " 350000, 352500, 355000, 357500, 360000, 362500, 365000, 367500, 370000, \r\n", " 372500, 375000, 377500, 380000, 382500, 385000, 387500, 390000, 392500, \r\n", " 395000, 397500, 400000, 402500, 405000, 407500, 410000, 412500, 415000, \r\n", " 417500, 420000, 422500, 425000, 427500, 430000, 432500, 435000, 437500, \r\n", " 440000, 442500, 445000, 447500, 450000, 452500, 455000, 457500, 460000, \r\n", " 462500, 465000, 467500, 470000, 472500, 475000, 477500, 480000, 482500, \r\n", " 485000, 487500, 490000, 492500, 495000, 497500, 500000, 502500, 505000, \r\n", " 507500, 510000, 512500, 515000, 517500, 520000, 522500, 525000, 527500, \r\n", " 530000, 532500, 535000, 537500, 540000, 542500, 545000, 547500, 550000, \r\n", " 552500, 555000, 557500, 560000, 562500, 565000, 567500, 570000, 572500, \r\n", " 575000, 577500, 580000, 582500, 585000, 587500, 590000, 592500, 595000, \r\n", " 597500, 600000, 602500, 605000, 607500, 610000, 612500, 615000, 617500, \r\n", " 620000, 622500, 625000, 627500, 630000, 632500, 635000, 637500 ;\r\n", "\r\n", " y = 0, 2500, 5000, 7500, 10000, 12500, 15000, 17500, 20000, 22500, 25000, \r\n", " 27500, 30000, 32500, 35000, 37500, 40000, 42500, 45000, 47500, 50000, \r\n", " 52500, 55000, 57500, 60000, 62500, 65000, 67500, 70000, 72500, 75000, \r\n", " 77500, 80000, 82500, 85000, 87500, 90000, 92500, 95000, 97500, 100000, \r\n", " 102500, 105000, 107500, 110000, 112500, 115000, 117500, 120000, 122500, \r\n", " 125000, 127500, 130000, 132500, 135000, 137500, 140000, 142500, 145000, \r\n", " 147500, 150000, 152500, 155000, 157500, 160000, 162500, 165000, 167500, \r\n", " 170000, 172500, 175000, 177500, 180000, 182500, 185000, 187500, 190000, \r\n", " 192500, 195000, 197500, 200000, 202500, 205000, 207500, 210000, 212500, \r\n", " 215000, 217500, 220000, 222500, 225000, 227500, 230000, 232500, 235000, \r\n", " 237500, 240000, 242500, 245000, 247500, 250000, 252500, 255000, 257500, \r\n", " 260000, 262500, 265000, 267500, 270000, 272500, 275000, 277500, 280000, \r\n", " 282500, 285000, 287500, 290000, 292500, 295000, 297500, 300000, 302500, \r\n", " 305000, 307500, 310000, 312500, 315000, 317500, 320000, 322500, 325000, \r\n", " 327500, 330000, 332500, 335000, 337500, 340000, 342500, 345000, 347500, \r\n", " 350000, 352500, 355000, 357500, 360000, 362500, 365000, 367500, 370000, \r\n", " 372500, 375000, 377500, 380000, 382500, 385000, 387500, 390000, 392500, \r\n", " 395000, 397500, 400000, 402500, 405000, 407500, 410000, 412500, 415000, \r\n", " 417500, 420000, 422500, 425000, 427500, 430000, 432500, 435000, 437500, \r\n", " 440000, 442500, 445000, 447500, 450000, 452500, 455000, 457500, 460000, \r\n", " 462500, 465000, 467500, 470000, 472500, 475000, 477500, 480000, 482500, \r\n", " 485000, 487500, 490000, 492500, 495000, 497500, 500000, 502500, 505000, \r\n", " 507500, 510000, 512500, 515000, 517500, 520000, 522500, 525000, 527500, \r\n", " 530000, 532500, 535000, 537500, 540000, 542500, 545000, 547500, 550000, \r\n", " 552500, 555000, 557500, 560000, 562500, 565000, 567500, 570000, 572500, \r\n", " 575000, 577500, 580000, 582500, 585000, 587500, 590000, 592500, 595000, \r\n", " 597500, 600000, 602500, 605000, 607500, 610000, 612500, 615000, 617500, \r\n", " 620000, 622500, 625000, 627500, 630000, 632500, 635000, 637500, 640000, \r\n", " 642500, 645000, 647500, 650000, 652500, 655000, 657500, 660000, 662500 ;\r\n", "}\r\n" ] } ], "source": [ "!/usr/bin/ncdump -cst SoG_wind_20170406.nc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With a `ww3_prnc.inp` file like:\n", "```\n", "$ WAVEWATCH III NETCDF Field preprocessor input ww3_prnc_wind.inp\n", "$\n", "$ Forcing type, grid type, time in file, header \n", " 'WND' 'LL' T T\n", "$\n", "$ Dimension variable names\n", " x y\n", "$\n", "$ Wind component variable names\n", " u_wind v_wind\n", "$\n", "$ Forcing source file path/name\n", "$ File is produced by make_ww3_wind_file worker\n", " 'wind/SoG_wind_20170121.nc'\n", "```\n", "`ww3_prnc` will process files like the above into `wind.ww3` files,\n", "and `ww3_shel` will accept them.\n", "\n", "Here's a comparison of the wind speeds from \n", "`/results/forcing/atmospheric/GEM2.5/operational/fcst/ops_y2017m01d22.nc`\n", "and those in the output from a wwatch3 run that used them as forcing:" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "collapsed": true }, "outputs": [], "source": [ "hrdps = xr.open_dataset('/results/forcing/atmospheric/GEM2.5/operational/fcst/ops_y2017m01d21.nc')\n", "wwf = xr.open_dataset('../../analysis-doug/notebooks/SoG-waves/SoG_ww3_fields_20170121_20170123_ops_wind.nc')" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(48.0, 50.970001220703125)" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3RXGsJqRdzIw7YgJRQSiQZb2QcGBZTUi6GBaQfq0lRU8IB2n0r99NqUTOPUhC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7BV+HEqsp4SilRO0cYct6GF0weqtXWY4/JFvsNkkhykACaEptwQvA4k9nHYVqPBKPt57fbOo1HP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jl+OgsRpCcAB9cEEhxF7/BLm+AAGRXgyEggiu9vVvPncfinYZrlUGEVQR4Tfc87uZ9uv4m4YT\nCjly5JgNB3gsAlyB8ci+Jg2OL9yJV7b/FoDZZHPZLaIddHE4SiK40HoFxyqnJmwFNLRe52XNJXwc\nnGjy2vbNjM+anYvGSQEx/H7TOBFBOu3KyYip/dzNh9+GNa0Vo2uQc28TBj6lnOdC/Tkcr92m/nYy\nkD8xytUTKFdPoNtKlB5BVJ0Pw36KOBhEfGyF4QAihuWme/dDL/vxarcujuxbXCoeVt4EoQjBhnwH\nuBDoaFX7wLBdIRnwJJUaUwRhDwU7OQZWhtjTdusiyhVpkkgoRbt1UT22sPz6qfaDUSetQpju45TP\no7WMmEZqli2BwwX523PZ8FPumfqzuLEmK/hB6CvioFZcRr27qdZre3XU4sSOGSO+YhWCW05I0V7z\n4qjVc0yHbwsh3j1uBULIV16rncmR4yCCMgcIE2NqEbUGUGrJ/wF13VTJBojUCaB7rqm6p0G8zrSw\novZP3aiRiwBchKAkBCjARADAkcqDiCAQ2uQj5AEoJeAYMDzeJ1GOOXLkuCYw83hkX5IGXAToejtY\nb50b+viSW8FWX0bRVSwGS5OnuwaS7yDsIeBm/forC3difVsqN5wR1e5L7Us4UpaV37ZfV2qD87vP\n4FDlhNHr9TobcCKHf79vJlXW5cijLjzMKiKMZOJOcQFedwfMLmJ5+Q3odszSAeasMvrRJDUcIfsf\nhRcbZ5S5opfhM+Ghp9QGgnMUo0proXTIuJrPtMqsKRmjH2PmmKUSCMERRJ+p7dawuyXN7ebKx9Fo\nT/bwAJLqStxPaQpGnZSKwHSA0tWiREdtG4Q9RRzoUZixV0LshdCov5zsl6GSRH/twdQSE+jJEtM+\nz3L5OG6qpM9dreg99kIfhYgQ2PEaWIjMPofBD+TvwNG+Y0UnO3Gmw+vupFQ0g8SWCYrzJ9Xt8tZ0\nxKcpDqpj8aQLdNZ1cuS4nqFXzl967JcARNe+EFFvP0+qIXGCoOAQQp449AhGHZQQlX7AhQCZQlF3\n6/2fTv39wqO/ACE4LFaAHfYkqeG3wEWAfkAQilC1B1u2MgAAIABJREFUKAgIGRNJqCwEAAABGGXS\nTJEHIJTCmqG1LEeOHFcOB3UsAlyZ8ci+JA1iHKqcUMTB0dIqLmr+AHrEn8goF4l722KpV1bokyrd\ntfzE3E0415Cy6LJdSqkNLrUvJZPg0IyY4Jq0v1DO3hoBQPXaxxCh3He97y42SVTr6BMuQ+M5R5NS\nNw3SCQgIPK2SX9YquWudy1gtycnI+fozSm3QbJ1HtXIcYUQqFKtHMQ1MYhYHEfRbYFofP8tgWsic\nklIbWHYZgcFx0kGJhabfUn8vuGbvw7W0Fo0pJ8Q9rw4vSO+/pfl96NWWYa0IjlNNpYTo5omZ9yFS\nj/S0Crwplson0YvaiAJDRYneJuGWDyH05PG4+47/Gmdf+SsAwD2H34bHLj+S+TnrXgtemJw/hJis\nzhiFnqauYTO0T+ieG35nR39g6uecaj+AA28+RAh5O4DvCSHahJAPArgbwO8IIV65yruWI8eBwg33\n/C5e/NZ/C0D2/BNBAbJXNSDA1X26UpULkfqbEqJI9ytR1b/5vk8AkOQBAHASwOY+Qk4QUAvgEeER\neVYpf4UR59VcbZAjx/7AtTAWAWYbjxyIyEUA6AQdhIKrxRTDzHDGYbNxRt3uaSZ9ywu3D1td7mPY\nU4tJJKFlFcGoq5YsEJpJol7tztIzTkdIpLOAUQsOddSSBS61VMwcif4BUAaJANDWTPEGsdl6WS2h\noTLELS0lS2HBiDAI/A5AGEAYgn4LQb+1Z51QjyAcaEOQfhPMWL0ASLVBLHmMow9N4fMeGLXUYgr9\nNYXg6EXRgFnND4XgUtpPHThOFc6UVXLBA7XoE2IThKGnXLgptRRhMA6Xm4lPwvqlb6W2nwX9MFBL\n3Wuh7u39XmVByPtq8XrbajGFdOaWi1WoqWX0Bsm59MhN751m169H/B8AOoSQNwH4HwC8COAz4zfJ\nkSPHMAxGEevxizS63g7GNMbQCYMkjjFWJMgJwbf+6sfxzS/NJgC6+b5P4La3fwZ3vOMPYDEXjDqg\nJLoeEwZGmBoPxWOiwfGbTmY88bUP4OmHPjjTPuXIkSMHZhiP7FulQZyl3jHonweAgqGs2aIumv2k\nYmnS22az4tC+8nFYb53DYjEyUctQpe6115XaoFM/m1IeZK0ixuoDYkicFEuH0GpKpYfppHPRnUsR\nAUGQfbLfCz2sa/4SJysnx6ydht62ACBV1Z4Eyy5nMlgM/V4qsk6HrtSI4y+zoNdeT0VEZpnU6tDV\nMFl8DLygDSdSHsQmoEGkPnGs6arTPb+VGpAVHTMlhBAcL259FwBwTPMUmcdtozYZilEpCTpK7hI6\nfdlaUSsso96bXrUwDsdK8rd+QVNJtQ1+CzHitgTTYzoMfq8OHqaJn2LtGACAWQWEkfqDWi54tK+j\nTELtYu01SVOgB9t8CAACIYQghPw0gP9NCPH7hJCfv9o7lSPHQcSN9/4eznz7F8GYm5DrsCCIvE20\nKEKOMKU6GMTg/bry7OEvvgv3v/erM+/vG374TwAAj3/l/QhCH2FEvIdR8UfuP5FJCpQp9YF6jE1X\nOMiRI8eVxTUwFgFmGI/sy7NQaBDjRgkZWdWve03UosH2pfY5HClLP4FLzTOYm8JJPj5p28xMwn+5\nu6Fu3774hqHrBGEXVvS88cRXRMfBVM6eYqsNVAW9zrqKMwKkYeAwLBYPYTua1JetMtpBGza1sejO\nozNGMTAMHg9VDGPP0IugVX9JHTPTNg4AsLV+cuUNMEA6jIJOCGRpUdBh2WX4PUkK9NpmvhExjpSO\nwB5hMGhRZyhx0PZ2UI4mnV2/mZpcm7Yr6IOsnj9dpbzvNbDWSKr5PcO2oWJ5FdubiUFnvE+68VXI\nvYnvzWbFVJqCabtCDMpczFWShJNjzdUxa49GL+iC2snvdlofg1ZT+mIUowQWr7cNx5VRm6HfNmpd\noNRG6CefT6E2OeYzRwpNQsivAvgggHcSecKZPsIjR47rHGSYrF8kbQnA3mvCMCVm3EpHwaWvQbRu\nrE69UsQBANz97s8BAB76wgPgQiTX0ShykYCCEqr+1/dREJ6JEM+RI0eOCZh6PLIvSYNRWHLncTky\nXtMrmj4PlcdBn/twh8SpdYIuGn0z6a4upzZhec93mti10gqJQ5Hc9+ntJxRxsLn7PJbnX5e8hjZZ\nFQbEieB+OnYxo6IgNgzsaYaHjDmKOGDMVcTBYvU0tpsvJ+tpRI09Q3ydlaGdQseO1jaysnDn0HX0\nib/uIVAsr6ak9aaGidBaQmbp644Jg6zQkwjuWH4LdjrS4d4Pe4o4iM2UhkH31KC+mZmmDl2Wb9pj\nqX8/+1q84ChcaJxRaoPzF76G48d+GN22rNb3tXQIU+jvwZT8G/mcM5hUNfyEZOtlINy63o5SG/R6\nOyhE7TbNxtlUIsgs0ZbQTEzpDL/tKwaixagdXPyXAP4RgJ8XQqwRQk4C+F+u8j7lyHFgEccPPvvw\nzwFIJv/K00CRAQAXYcrrQEfK74kQhENONQ994QHZWkAs3PfjX5553x/4iYfw4Ofvh4iG4DzyYqCE\nJK0WA6pXzoOZTH5z5MgxI66NsQgww3hk33saCAh0g55aYuhGiIPoc195H3SCbubqdy/owmYFtWTB\nqfnbEYoQoQixUljE+Y6clLWCcMKWcjLoODW1ZEXodxH6XQjum8UCEqoWS5MalyrHJm662zoPL+yp\nxQQ2teBQppYs6AR9cCHAhUDLb6rlkkZcbOwkVebBir3ey2g7VdgG1VoeeiDUVhGVJvDaW/B7dfi9\neqpXPAtqNTlJdpxqytNg0HhwEs7Un8dOb0stpoj9B6b1IADGpzmUiivq9urcTep2YeA31/WaydKe\nzsuARLFbeiSWCS43X5RGVFGVarA/NiuOlVZRYA4KzEEvDNSi47tbiclqRyN3emOURv1+PdXWYoLQ\nb4OHffCwj37rslpyXDkQQr5ICPnvAcwLIX5bCPF1ABBCnBVC5J4GOXLMCOVlQK3I0yCq2Ed/E0LB\nqA1KGChhclKuLfpzqEW7bvCBRIVHv/SeK7Lf73zfw3CYC4vacJgLRhks6kSeB/F7kcWxUcbCOXLk\nyJEVV2I8si+VBlxw7BiqAqwpzOYAoOntZvIl0NsHlpbuwNbWD6Z6PSBdOc6CwEsmDaEzmQDRmfPB\nC02WiRNjDrbrL8jXDs2k2nZKgWD29eIYvm+bvW0sF8a3k3R7m3CKSb83Q3b3ecupDqgIzL5Lum/C\nqPQJPUHBLtSU2sApzKPTuqDWM52or2nRjD3DlI4YlFqolKaT0gPp71Qoku9cu7+NctQGpFfFhyFO\nRileoWipaXO3vbCfak84Pm/mpxCjVF7FXTf/Q5y98HV131Z0TjtWWsCFKI0gFAKMjM7wiY+tldEg\ndRS6HdkipZtyOlOmiDjlpfTfpeXpdywDpGPxq/oSryb+KYCfAPA/E0JuAfAogC8A+LIQYroYlRw5\ncgAAznz7F9U5LZ5YD/4/+BglDFy73g+2LlDCwaNqf5zGoBIMovPQo196zxVRHEiCI7l+xoRFTBjk\nREGOHPsHB3wsAlyB8ci+JA2ywKW2MVGw0dtEgSXxcDFCESrioNHfwpwrB8UbO89iZeFW2JEx3GCc\n4SQ0NLWBSce95ZQR9IfLyLutNRQrcoKnR78BaVd704uNr8VFNiP5e1bopIuPySSDQxk8HkYZyUlF\nmmttJpPQ6stJV8XQwI5SSykIppGVJz2SCUKvA+aU5G2/q4iDYf4IgSc/V3/K6rBtlWDNIFFse8nr\nFspmkZU2K8IPJWlFCFWE0iiDqVHwvCYuN19Sf+tRqlnguvNY2/xbAEAp6tEHzFqI9uyTaSyq3wWN\nPmdqOer9Lx25B93G+XGbjkVXM34tTmlI2eqsXbFcb/2cZ49LVMgxFEKINQCfBvDpqG/wPgDvA/BR\nQkgXwJeEEB+/iruYI8eBxCuP/0rq7z2EgeZtM/hYnLAQkwf6ujEYsRAiGlOJ+L8k0vGxL8vkmHve\n88Wp34NF5bVD7ecQwkBXtw3uY47XBn/2/90CAPh7/8VzV3lPcuSYHldiPHKgSINAhEP9CsahF3oq\nzgaAIg0aXh1zI1oCGv0tHK7eAACKMMi+j8ntLIzU9s4zOLx6r/pbVRbdakIcCD60h973mikJPbXM\nJpOmxELBqqDe2xi/DisoQ7uyVVQJCiWrgL6mWqDE7OKnp2jEhEFmaKSG6XsmhA5tAeFhPxPpoFd2\nY8IgK/SJbLmwMmbN4XiucRYAcKSYqDRWCklVeKt9EUsRcdDsXES1tJdEsFgBvmGCiQ5d2ukZvv8Y\n1cIytnafVX/7hukDWaSdhyqnsN6SEbUWtZXa4PzuM0ptcPH8gzh6/J1qm/1QBYoTIIDp1RWAJLuS\nJ0qex2aTiYLi/OT2ptkgrolsZCFP7o9Ey/9ECFkGkGdW5sgxJeK2BCHo8KQkgRTDP6g+0MkDXXHA\nCCAEQTxHj8kDaY4o/YO4mP38/9Yf+xK++5WfSpQMSNQGOa4+/sMfrqDIXJTt0tXelRz7AtfGWASY\nfjyyb0kDhzrYnsLwzIkm0Z6hAzrTqpTLlROZt4srryZ4cuPbeMuxHzXeLs5H96ecfE2Drj/ctI4i\nUQk4zB1aqWWEwdaOaz+DCiGGEAK+gRmkjjDoZfIwSFXICQNECGpJIkBwc0Y/NlZMmccZ/MJ8v5PZ\n/2AYHt/RfR3WcaQgX/xSd1sRBxu9zRRxoEN/7dDUJDJ+DnDMkkhzunaLum3axhNDDiKHf35h6IFF\n6g/XmRtryuhEpJCV0d9kGE4eewe2I68CdwaFSLO3iWr0uc1C4nTaa0PJDreYtByEXhvMkWSprmbS\nb/PAA7Uc9FvjScQcEoSQGwD8dwBOQTsrCCH+7lXbqRw59jHWfvCvsHrHrw997OzjHxl6/9D2BIE9\nioNRIKAA0UwViYjIBarSFGLE63zrr34cb/2xL+HJB38Gr3/nHxu/TyuKjQyjMSsdoqDVvRZyvDb4\n5B8uq4LjLGbfOXLsN8wyHtmXpAEXfCRhwAhT2baM0FTf/DjztUE0/XZKVu+4k6vGIgwQRCTBKLLg\n3qVT+PbWK9H+JGqDb27V8Y6VpaHbjILlVhVRoPsaZIFpmsL84q3Y3X4W5cpRlCtHsbUlTQYXy8ex\n3Z4st3aYq6qzWTwiRkEYfIYA0Oomxm2VakL29DobKERRcxChUhsMVp1T6gxDozyuESUkNPspOcUF\ntOvye6K3hmTBYuUkfrD+iPr7qV35+cxZQMOAZzm+cCdsLXZvaKVmDJjWSuKH0xE8dW93ol/FIGzL\nVWqDTn8XxSg6MxQebEtWBIxbJoJ2Kn3CmVLeTwiF7SbV+csXvznV8xRYIRW1OK2nQd9vou83VeIC\nAOUt0e2so1iSjVP97laKOBj6XK2NVPLHa9WuQHBNZCP/GYDfB/DnQK4xzpEjC9ae/jcQPIAQHEdf\n/xsAgPPf/7XUOomMn0GIcA9xoK83zPcAwF6fgwFfqMFriUwrStRdj3/l/XCsMp568Gdx5zv/yOg9\nMuoYXauefuiD6rpNqYUb7/09o9fLMRr/8f85gk7YU63PLrNhU2umMW2OawfXyFgEmGE8si9JA0Aa\nonVH9BmbGuwBgB/JpJtjnMiHYdTJfGn+Fmztyv6mE3M34ZyWN3/v0ik8tCEnhO3A7GTjaBMOr5dd\nhu/3d+EQbfKlHaNRF0C7uAAeJBXlcsWsxz3UlADC4IdkU5ZSEXCDbZt+G836C1gtyslOy2tgtXoK\nALC2/hhWD90zctsrIScfHIRkBXNKKfVCp3lu6HrxwAcAluduxGYUMbnRPIP54vRmhaua0eGR2q3G\n2+t51+o+w7lPs5soIerecFJwo3MBKyUpd+/5LaU2sKiLgPdR727uee2YNMiKQEthMU2mGIVpv1sL\nTgkuS6oYgwkSkxAfFwDY6a7B0ioiJXu69Itu8yJczdxQP0fkmBo9IcT/erV3IkeOgwISKcb0c+uF\nJ/6lfCxSEOiPjT0Hi+HXq2GEgO5vQAkBFyKKQ0RKbSBvB+mEnin4wDve8Qd47pEPgQQ09RyDZtZ6\nIgSQxAdffPJjAKBIlRzT4T/9sRz/2sQCJQQlq4gSK8KiFrjg+MmffvIq72GOHFcMU49H9i1pMAjd\n9HCUy74OpufCG1RQXauIZm8TS9XTAIBOdx2l4mQbQ6pNph7ceGnMmmkEQc84Cz3oNxFyOZDvd7dU\nRd3rbcOJqrah3wOz905ACLUgppCex+Z7PcO4xaJVUK0iWUwOA8FhRZ+d3mKy0dtBgZnJu3WJvWVP\nZyo3DQK/rV4vNkgEgMrKLWhtSKKpVD2hiINS+TA67UQxoe93wM0/q8OuPM5ZTSWHIdRe1zSqUIAr\nQqnRXUchPhaUIeSSEDlRvQnnmpJo64W9oZPlsruInp9Uths9s0QVAKoVQTcJNX0/F3efxulDb5V/\nzFBx0N/jgva96Ie+Ig4udC7hWOkIgLTnRMD7Sm1gsULquOx203GjJuh2km25oVfEa4lroI/wdwgh\nHwPwJQDqQAshHr96u5Qjx/7F4dt+FZef+XfKluDSU8mkOJlI7/UrytLiZ6JEo4QgHHP6kde7UF1j\nvvuVn8Jd7/6LTM8d45a3fQrPfOOfpOOBNS+G2CBxkCSJE70Aqcpw3JpqsZw/+WGjfcghYVEGRih8\n7uPvfuCVq707OfYZroGxCDDDeGRfkgaEEFjUAgwdzV1tUtkJhrcP9LmvzBR3vQaq0YRms7eOY5VT\nmV/L9zuw2fB4vVH4+sYW3lCT+6hXO0fBKSwotUGhsppSHoRetsmk6kcekcYwCgU3kTNbhpMSXeat\nxwCWrKL6XEqWi040SdH9EQBJHKjXNqjgbrQvYL57Wv2ty8QnQYQBCDWrFusSx6DfhOXsJSb6zctw\nq4cnvvYsXgbzTiJdLzKzNgHfb8PzWwCSygWQrXJOiaWMDh2riJ6hikdHVTMljWMaTRFyH+4UKqRh\nKGgGqKuLdxptaxdqCKN2oiPHH8DmZXkevm31fjyz9rC8v7iCS93JfgCOth+zpEN0vZ2h7VvjYjDH\nQW9TyJEJbwDwjwG8G4kcUER/58iRYwgO3/arAOSEmED6BQnCwUNfmiDy5MektykMIk5TiP0KhmGw\nRWEQUmWXVgEkzxTAD7tSCQA6FXFw29s/g+ce+RB41I4RkxCDKQrDyANCLePiU440fB6AEgpGKP7x\nz5gliOXIccAw9XhkX5IGWTHv1OAPqAji6rQ+QXWpnVIb+Nx8ghZ7GWSZ7Oto+cmJ/G3Lw+MU1tce\nw6FVKasPgx6YVVBssZXB0E+H7vRvF8ZPVnVQy0nltrdb2U+aMUkQe03Y1FafS4G5KeJAR8ly1efC\nDT+Tte66alNhM0wUxYhefEKpaicg1FbHlVJrapNAQKoNmuvPjH3tcYi9NGwy/QAh0NQiegWe80AR\nB7oslDFHvedhvZ/TYK11dmqjy0GEhl4MOvojyMVR2N18EvPLr5evO6DmMVUwDCI+HrNEagJJ6oZu\nThrHyJpiZ+sHKGgkTrFq1sJ0pUAOdjYyAPxDADcKIfJejxw5DLF6+/+Itaf/DRAbFEbXZ0IoiJBk\nACFpOf8o/4JZMGiIGD83F1ySsjwAm+H8HSsOgL2tF8nChpIHKt55H6T6HERwIZQH2R/9ySn8bK4y\nyDEE18BYBJhhPHJgSINAhDhcTGLnfCV5t/cQB4OgM55EA4OEhE7YRT9MvlXzTh+7niQAHtkUijj4\n2rkv4IdP/IRaj2gT35gwyALPa4JpsucsqQE6ssQ0Hpq/FetR5F3FnkM/nrhS2yjfnhGaMpTpGLQ6\neDwEkHy/qwYROP3OJthcWhUybLIrOB+qNhDcT02uTcDDfmqwErcnZEVZq8CbJnX0wwA/euJH1N+x\nvF0nBCi1xr632MNgXAVmEi63Ev+GYMrj2PPbM2VU64kKOmlScRfR6su2B5cV1Xe7F7SV2mBt+6m0\n2mCGYxEjEAG6GvlEp7wS2ayY8pkw+T0OotE8q26bqotyTMSTAOYB5Ac2R44pQAhVE2JCGECjNOoB\nfwP9fxOiYKzKYMhzCXDlZyC3DyAERTxO+c5fvw9v+dHPZ359/bWAtKfBIEEwahsdrbU/QmX1Z41f\n/3qFgAAXXMWy/79/ehP+wd9/ccJWOXIcSEw9HtnXpMHJykl4PBkEZ7kAONRWFW8TssCmtjG5UCws\nqez5m5bejCciR/u3rxzGNzYuj9sUu37PeBLkFBbg96Us2DTz3ikm1cJea23oOpZbRRC1MSws34md\nTZmg4Do11ZcOQE2sJiH2eWBTkDaxlNoznKA9v/YNzLvSxG1j51kcOyx70TuNcyjNTY7SnKWvO/Da\nyWTc0H8hBiFM9eGPw7G5G3ChIb0zTpeP4uX2Rdy9/EYAgE2njwjUqyTTVGbidoXWmCjDSdAn9aYt\nD53eFkqFpKrOtBSEIFYeTYhaVOtP4ScxDKl9ENOrK/Ski3CGfWv3t2HH+6TxdqMGpb3+tlIbdJsX\nldrA79UzfVdnxTXiWDwP4BlCyLeR7iHMIxdz5MgA5XGg4hApOHwAFoiQfQoiUhtwHqg2hXFqg2HX\nuGHjsoQY4Kl1QhEkSsuIEA8FhUUdWIbtjjFuvf/TeO6RD6Xui98vpXZKcQCNTJCkClPtCgDQ3vgT\nlFc+MNV+XG/48H+1iU/+oRw7OnmrR44huEbGIsAM45F9SRowwrBgIKctWUnVuelnn0zblI3MX91p\nncVC5SQAOUF3ogq+ZaUnZKaT913frL2BahOOfseAFCIM3callHzaLUtDx0JldSxxEEcPuo5ZpBrR\nnHvoDHnCo6IzPR7Cicz9mn5HqQ3ONF/BguagH5MGWUAoTcVZUoNWB8GDlBTQlCggTPcQYKnbscdB\ntXQEzc6lodsfr92kbi8Ws7/nGHFygD5ZNL1U6oMubjghLrGiMtYc5fQ/Sgmgox+04VqzGV3GFfqe\n1q5QccyORirCy0AtNIgXGi/idGUywZUFO9GxCwbUWIcj/xYvaCvfBF2BEgS9Pee6ta2/BQCsaERu\nbdE8ieM6xceu9g7kyHHQoa6TSilnAxQIg35KcUBSk+k0YTA8QtFcPcYHiIRY2g4hr4XBDIK0W972\nKTz78M+lCBIdhNCUwmwY9PFFjuygILCIBec1IMRz5LhKmHo8ciDPKi4roqgRBd1gcs59kblo+XJC\nEIKjFA3qt/u7WHTnAQBr7fNYLR+/IvtoTdn3IjLKtyvV42g1zwMAut0NVGunAQBev64SFKbcgcyr\nLhRX0fYSc8ZGf3iM3jBYhKUSMSzGlFw7jjkaBS/yP2gZ9qN3GudUlJztGrZxUAth5GcxbW9k0Kuj\nUD0Mr7MFACjXTqFdl31zgwkKgyhFJJpehTdtVzBdX4djlWeOJ3x083nM2elTzoko+ePM7rO4cV5O\nQP2wO9Jk1NXun9bLglJLxRQC00v6w9ADFWZmqMPQC4NUe8LtGhk0CgV3Ab2+/O0tV05gs3VOtbI0\n+lt71m/6TVQNIhh7fh29TuJrYtHzmbe94iAH37FYCPG1q70POXIcdBy69aO4/My/k6SBHn9MKSCS\nRIWYKBiEHqc4DINxh0BSxBj2WGo97ZbgHBYFHv7iuwAA97/3q1nfYrKve4gCtodAiNsph5k/xs/R\n3fozFJf+nvHrX48gICBELpPannNch7gGxiLAbOORA+OY4lAXLiumJg3DoA+MHWqjH/pqyYK19nlY\n1E7lnWdBs7eOutdSSxb8+Zk/Rxh6CEMPggeKMNCdyanGFrulQ9r9DgruglpMIKY4Ga4s3Imis4Ci\ns4CF4ioWiqtj17e0CZ1LXTDCwAhD1S4rsqCUMZM+FFwtnqFhYqt1Xi169nym1w16qWUYUoMGrUe9\n39lC4HUQeB20Np5DYOg2b1lFtZQMTex8rhELQV8tZq9fAKWWWrIQBkXtt1dx5vD9nefx/Z3n8cTu\ni3h083kAQMM3UyP0/BYEuFpMEWqEQPxepoHnNdUS/2ZnRS8M0IvMMDtB8pt8up70UV6qP69u973k\nO8SYA8euqKVsqAqK4Yd9hNxTS8+vp+Icc8wGQshnr8Q6OXLkkFASfWqp5dgb/jWo5YJaDiixwKgr\nkwwGJP3DEKsMBkkBEZsbDt2Gq8fjJeShWvzQh6cR/A994QHj93nL2z4FSm216AoKSuzo/TF5DAaS\nFYjeppAbI2aGgIgSFFjKfytHjmsBV2I8sk+VBgSuFZEDI+YY0ulUVueKVgndoKMuCqau7GVN2rxQ\nPDRmzTQotdHsmflInOtQ3DhESX3xwkM4emz0hUW59xtKpkK/lxjrGJIFemtDffeMuu3aVfSjNpCy\ns6DUBnPuvFIbFK0yutpEM8iYFECjFodwigliy5eKk/XOBXVfrZzd7Z1ZReUZEWNotWKYvDE+tlNe\noC27nJKDm6gZHKucWj/ISJDprxVX9vV90FMTCk4NPW/vZDKOXWz0pAx+ozveyyMren424m0QjlVO\nGTvqPgBZULTKaEbvU/dlyH5WiKANUpePvhU7l78HALj71Pvx+CufAwDcMncMzzUujHyKGPr7mcVD\nYFf7/BZnMEzc2HkWbqT0KpaMj8wUEAeZ3X+AEPLnYx4nAO54rXYmR46DjpVbPoL1Zz8OIGnlW3/2\n40ONEPe2KsgWhkECehxhIAQfqjIY3HbP/YIg4N5MRtzj3pN+f47Z8b//3/MqkasbdnMTxBxDcKDH\nIsAVGI/sS9KAaFJd1yqOjEXTWWCTk+eu30fNMZtMeF4TxYKsVI+6SLxp+U34/ub3AQC3zZXxTENO\nmiu2eWVf77M3vTB06klUTHn+BrMX1l6rPH8D2rvSbK82f2OKONBR01QHvuGENe2DYNbToUdnxoRB\nVjS3nlfHhjJXHWPbre0hDoaBa5MuYli9tgpJVdjqmH0PLVZI9WbOgmHb9/q7KETtOqMgwFODp5gw\nMEErkBPhojW9vL9oJz4WVkbVyiAIoQg1L4Yv8/01AAAgAElEQVTOCOPFM5uP48bluwEAW+vfw9Kh\nNwOQqiC7UFNSWdPvgo5O4GPZrQCA8nqYBnPuEnrBdKTLMDT62ymp5snaa+tjcMDNh346wzp5DGOO\nHAYYdu2y7DICvy0JW8Ry/uGeAMOgEwaD9wF7TRAHb/MhhAKDVEoSQvHg5+8HALzzfQ9P3JcYN9/3\nCZz59i8Of1BPkohNEClVhLUySwTQb3wR7tx70W98EUJwFGrvy7wP1xMYoakxaY4cOg74WAS4AuOR\nfUkajMOmVtlfLmSrcu1GE0qfm33Yo6q9el/ckeU349Lm99Rjb1p+E75yUV4UetxsUudpngCugbGd\nXaih3036mEflBPeal1GoHpbPX1pKVTB9A/l8obCAQiFpiWh3sleXC6yQit3rGlQ8KSEQqR9scnLv\nhH2UItPIy91NHI6O3/Mb38brVu5FvX0R9Zcu4ujK3ZlfL0b8uVCtZcVkwh767dTxZYaElaPFaPZH\nEBq6+sNidkptELcr+LyXaiHIAsYc9T2ZNvLwyV0HXPusbqmaeSvYtKCSDOwpyQEg3fc5Vz6OZtSz\nv1haxXZHGoOW7LIiDgIepNpsYvS9BkKNXDD1x4hRtatYcpPvwrSDFdnCkhA92+3p/AeE4Kk2lkbf\nnAzKkUbuZZAjx5XHyi0fweYL/x5AMgpYvvmfAwAuPfUb4NwHFUmEshBc3hdFDMcmgoMqAl1dACTX\nvLgdQYAPtCYMJxiAqK0yksoSQsGIBUqIMXlw472/h5e/88vqb0rsqC0jadGg1AJlUbsGYUBMHkTt\nrYRQ+O2/UfvYq38+Jw4GwAiDTS0EPMDPfODlq707OXJccVyJ8ci+Jw36QRd1zWwvC5YKSzjbkgPn\n3QwV6LXuZawWD4NDYKt7GQsRGdHorGGuNL53HwC2tUzz7+28kHk/KSHo+mbRdJZdVv31tlaxdotL\nijgIuaeIg/buS6qiHvht+P0k7YHZ2aq8dpRMoBMFWVC0ylNPNG3CwCOCgBF5AR5EKPjIOEe9Ultv\nXxy6zigwTaLfM0msQFqBYGIqCQClytGUL4KuNvEiQsB1a4o4iFsDdPjR608bF2ixQoocCQzNJleK\nh/HVNUminWlNN8HvDfgnTHKJBqRBZKw24DxQ3gW+3075GFBDrxL9e5QlpnEUbI34MTEkHIRO9Fkz\nqDRGVdOy4Gz9WaU2uHz5O5iv3Tj1fmQFyYs/OXLk0DCKuI99DATlAA8G+vy5alHQMex8OEgYjELa\nDHF4YYoqAsECi85l3/jCO/H2n3hw0tsEAJx+y+8AQIo80I0RU+aIA74G8s44bcJKXUNySPzbTxew\n4lZAQcFo7mWQYzSu97HIviUNRrUkjEJLi1rc1qqxi04Z29Hky6ZEqQ1eaW/jaDGRN4862Q8DIRTd\n7qbR/gGAQ+NoHrOTUr+7lZrIxhVTSu2kl34IduqSwIijFrMiFcGnRRlmQVWreI6qVFbsClpRz/qc\nXUbDj9s4iinlAc9oemja1jAIr7eNgn6MDLwWA78LpsXrZfGcCL22UhvMHboT3d2z6jFdMTIJjDno\naQoG37BPXQgOSuQpYFp5/7PbT6KpEXMXu2ay+Me3z+DuRTnpHCQL1H6CK+LAD3tKbdAPOqq33rZK\nKT+GaYwK495TfdCQ1YvjSkNorVezpF4cLh1RHg3NET4RPb+Fgi3bIgp2RflJLBQOYSdSdsXRtO3o\nMwpF7iydI0eOq4dRpMHqHb+OtR/8K5WoMDi5VnGFBCkCgQuRUh7I+3iKRNBVBoMFEX0MucfziFBQ\nwSEIR8gBJ1JFPvSFB/DATzxk8J7ltYnQAWIgalEghAJ0oB0jfs+UQohsrRrXMv7Z75XBBQEjHJ/4\nxQ5+/fddFBlRyQk5cuQYjX1LGkxC02+j6b+ElYJ0lneoAy+qri66tRRxEKPucfS0c/lRw0LdLCfb\nmDAYxDfWHsXbV+8DAJy79DBOHLkf3c4Gup0NlMqTVQ46fE0y3eidHbNmGoRQWJrEOvSyR+vZVhml\n4or6u1RcwU5Deh/MuYuKOChYRfQ0IqisGdR1DPu3Z/FBaEcydCCt1MgCzn0IPkTxEPQVccBDTxEH\nUg4pJ1teJ038OCWzRAQAcKOUDNPqv9rPgQpDTBhkxaXmy+p23bDqTqOp/7FiF+0AOF3e++Pb6W1h\noTD5uFgsUQvYWvSqCQihsKhG9kzx2+5FxKHtah4VU7QqzEcqhN4M5oTFwhK6vS1QYmG5chodLXYx\nJg2qdkURBy81nscNc68b+XxxbOPl7oa6r2JPd6xnBcG1EXOUI0eOKwcyRjW2esevAwAuPvkxZaat\nj99E3G5AuCIQKOHgoBEpwFMEgvIzGCAMhOCKLNhDFAiuritCcIQAuNYiSwkBo5YRcXDq7t/Gue9+\ndCgRQqkFoqcsxO0KMYlAGCgwpfbz2sAv/58FSKcJiV//fRdzFgMlRLa/DrSc5MihIx+L7GPSwGGu\nyk+vOQt4sZGY8FEDNrAd9FH3zE4CXmhmqhdj16ujHyZfqENuiPW+PEF5nCri4GwnxMlScuLSo3m6\nnWSQPgnjVAaj0G9vqB5sy7C3vjJ3Cr42WeSBJGkcu6rk8yO3dRZScZm7Q7LkR8GmLHWlGxWDNAwu\ndVMRhFnA7CJCvwtCbRQrx9DXWhRCnn1ix6MoTfW8llk13ykm7SDGZovUQSf6TKaNDmLMQXNEa0fN\nmVPEQdUuKbXB0WJFqQ1OlnvY9TRjTcv8YhwTG3FlZlbMQvzpFf/eFEojQP5mqlpE6ryX+JgUmKuI\ng7rfQC0yerzQeAnH5mSLUb11FrXKyaRFRW+9MCSBYgTcQ8B1L4Psv83rBYSQeQD/AcDrIWuTHxJC\nPJJhuyewRwydQAjxxiu2kzlyXEdYOP0L2D37ybHrHH39b+D8938NBPrk2o48DoIovpBBt7sanDQO\nEgaj1ht2f3xbJ6UpSEQ6JNflR7/0Htz3418e/4YjnLjr47j01G9E5ofDDRAnpTiJ67hFochCcAEU\nWfJZ2pSpz8gzNPPOkeO1xtUcj+xb0gBIKmRZ4VAH7UBOXtoGufQ+D9ENEqKgHEl1B9HurKEceRyU\niodwYeMxAMBi8RDORHnqt84dwrON8X3wRwoENcOqXRj0IKI8YWbYy7y79bS6vXL0rUPX0XvdmFNW\naoNS7SS8TjJB8jNWmEuurBibTPCB/5+9N4+2LKvLBL+9z3THd997EfFiyozMyJkcSMBkEBURgWoH\nbBoRFaWp1rZcLLSwalG02th0lpZlu1zOFqVY2jRORSG4RBoBBUxLWpIhSZLMJMnMyMgYX0S8+Y5n\n2rv/2MPZ57573zv7vIiMFxHnyxUr773v3HvPnc75/b79/b4PqDtBaaZ3lEY6FSOgk5vMpe4x7G0L\nOfzayhOYnRez2aP++fxYxjYJAuMoQ+CYCNqbVSVxtDURk3/+JEc+JZb7M4xW0awJxUiSDBHI1fPZ\nmRuxtnEcAHCofRPOdCcnaLS9Bs6PRAOclCRiYxZjaKhlmr6dEgSYPOdvO7NfdxtaFeNaNuJJ2NVq\nA84SMHkcqjcPoL8u1D+H992njx3Xt4/iZPeZbR/XHD2ZZoZZBDWDfCnrewEgp9KIpyROXEzsAsfi\n3wLwt5zzNxJCfABFD+DfK/+vLNA/IP//Ixdz5ypUuCZBqPAO2qJJpo4HzhJQCJ8DTRZQV6gJKAOY\nGCEAz2YT1TgCMOZ5YNyub+N5RUIRMM5BOEPgiEPJQ59+HQDgha/66Lb33RQnaSQlmKkJ+Z20mLu8\nCvHv/yhAYHxN6o4YWfaoA4861XhChULYBbUIcBnrkV1JGnDOtMpgO6TGgdBG3uvTfGTfueEy9tdF\no7s0PI+9dTHjbjaZUdwDDHl7UdzUVPtqd0Ay0xRMI7UiqNf2YEkSGf1wBXtmbgYAXDjzoCYOosFy\nTiZPqQuqzBEnyPC3gm+YuynCoCgaxjx9L7FTeTiUwp1wgjRXaleGS5ifkEaRpCMM+9nn2WgdKvy8\nrldHEpefNU/CbL58EmGwFZrNQxiNxGrwNFMjl3qaOEh5qtUGvVCYigovgBBeyRX8tXAdPWNMYmjp\nIXC8P8StbfGdiUsSLg7xcivtZY0BKXXhGlLXnkGMudJNGQDOdJ/FofYNAICl1a9j79wdAIDu2tO5\n32ezoMHoJHiWRo1TH8dQ9TTcjAS1NZU91DiAJ9YFUbTfGEO6lkAI6QB4BYB/CQCc8wgFYxI558/K\nx3gN5/yFxp9+lhDyZQA/e3H3tkKFaweqYe5c979M3ebQ3ffj9CPv1qOFVEr4TSKAEArGU4ACyVjp\nk0tVMHwNAOFjMI0w4OAgIKCGUSEF0ZdFdDFBwiK41NcjD1/+9PfgRa/62JavW41fqAQJDZo3RDRf\nw7XmZfBHf7EAxjn+1x++gN/4QAs+pWhJtaNPKTxK4VEHdceHR109nlChwm7G5a5HdiVpsBV6yQhN\n167RWaj5WI7Ee9qkQCyP7c/0ezjanKwqUEhZIsgCC8z5mRleyy3O7lJCc6uI7hQ5e5oMJ6oNWjNH\n0Nso7mUA5KMWbZpX12siNkzibFZz51tH4BjNXj+evHodUA+hbCg96oAaLvrMcjJvZbiE6ztihjux\n9FAIGgtIZYNc5sSrGvvEMAz06vOF7+8Fs/CCWcQGiaRIg9n2jViTXgMNr61HEjbtg3EyrHt2Yyld\nQ66+VnKV+0gTiFlGmu2vbf27G0eUhmj6duoPhfECUaFR34eRJFHmm9fpqMKWP5MjDibtCwCsbzyr\nb9u7927r/WrI12OmKaxZqqsAaP8Cd4q6xgYrg0U8uZEpH2yVQpcKl3iOcC8h5IvG9T/gnP+Bcf0o\ngAsA/pgQci+ALwF4B+fcRmJBCCHfwjn/J3nl5UCBWJAKFSpMhTofb5x+P2YOv3WL7RyAAoQJ40Ol\nMvD9No7e9zsAgK9+9g3gTPgQTFIYFAUvsBJJQEEJ0UoBDpZL/bkUGH8tw5W/Rn3++y7Z811O/OkH\nr9OX3/fnYsHIoxQOIfh3bx3gNz7QgkccOJTCo64gd+Th+EfeVC6yuMK1gefA02BX1yNXBGkwSIfo\nJZMbvQujFeyriQbMnAm+uX0dTuVUAdsTMeeGyzjUEAqDcdO4rXCy+wzWLKTkALAU9nBH53oA+Xm3\n1cEpzDXEAa/fP4dmcz8AIVVXq5mcsXycn0Uju7zxNBryMQGgNXfztvfxG3uRyNfnWjacrdre3MlK\nnRQ7jUNYH4h5+SMzN+GE9KxouQ2tNqiNrYLHBdMUAKDh1tExRgxmasVXSbvrx9E0VAeupcqjSJzd\ncOMU6jPic2ZJBOoKoiloH9BeEV59PkfqFEHDa6NfovE0sdPC5eZWNlZwIbT7XSikPM35GJgr5ybC\naAOBTPiIoi58+VmNqw7Kxkz5TpDbj6IKqHEM+4s5P4xGSQIkTAbw4p19vgAw43eQGnGdKyUUVArp\nDgwcdwmWOOf3bfF3F8CLAPw05/zzhJDfgmDkf8HiOX4cwB/JVQIAWAPwY6X2tkKFCpuwceYDmDn0\nlol/E+OXwhuIcDGOAAIcedGv6W0IoXCIB4IQk+wCJ40l2IBCGB8SI9ZP1X4qHYixBA718dXPvkGf\nh+9+xQenPubeW34Gq8d/P3/jmMJg00vhTI/NDZf/CvU9ry/9mnYb/vLDNyOUqkdKqD7H1RxPmhxy\n/OGf78O/eUsP7/vzvXAIhUMoKCgIIXjzD5y8nLtfoQKwy+uRXUkacAApT9DwmlgaiXn6A/V5LA6F\nE38/CTepDXwqmi5b07eOn614Ni2c2E+tPorVKZGCJjzq6Gb3tpnDWupswhyHmATV8Exy7t8Kezu3\nYnH1UQCCLCiLpAAholZzCaGYaR/RK7hA8RnsmhxTSErM3tVkYkHDUqLeH5yDLz0suuvHrZ8XEPFH\nJjhPJ84UJnF/E+kS9oX/RXPuRn0bK6Y0AiDUKKb6oRfayc8nETo2uGNWqDfMZvpk//S29zs36mm1\nweJwCfPSQ2E5XMGs9DJYGpzF3sZBAMKEcBpxYGJckmkDx/Av2InxYmwQJdFo+2PENIQGyRBaju2Y\nML0hxmPCJuHWmaNabUAJ0WqDpzaexYv2CUVbL1zBjDxmxTvYtyIgBKCXd9T0FIBTnPPPy+sfguVY\nAef8SwDuVSdpzvnOmZ8KFa5xzBx+KzbOfGDb7Qh1x8wIAxy6+/7cNvd8+4dy1//pb18xVaUGTB5N\nMFUG5miCQxw4xIUjDfdcWa8SUz0pj7MO8ueux/7xzbjz2/5s6mvjnIFwJuoORoXJIWFgCTbHL6rH\nVukQnKG3+BdoHfihqY+/2/HXH7kj50VQcwL9Wac8BeMMKc8IH0UM/MQPL+GDH7qx8jGoUBi7oBYB\nLnM9UrhLIKIL+iKA05zz75WyiP8MoAXgOIAf4Zxv0vQSQo4D6AJIASTbMCiF0U9CzMmGXxEGRXCo\n3rCeW1odnNFNkXkAngvmNXGwrzaHC6NVuT8OIkkUHKjPw7ecU87lBFuukJqN35nlhwvfb7ixWZKl\nRiBcv62Jg6CxF6E0RvRqHaSGAoRZmE8CeTVHzbFLFjB9EGzSNACg3cqka6Eh+TfR753RaoMk6mq1\nQRIPdeqE6zf12EJRJIZpnCIMisILZsHk93Da6Mp24GA5w0TX8ru5YMy1X2c01mbayfXNw5o42Be0\ntdrAowSp8duLS67+u04N6Q5M/IDsd0x2oBDvR2tYk6Sm42THoP0HX2b1OIdmbsG5AmaI2yFhIRLD\n+dmXv1/PCbSRYsufQ0/6GiQs1p9/4NYRGt/lW2eO4vNLwkD1pta16WWgwDlfJIScJITczjl/AsB3\nAnjM5jEIIfsB/DKAQ5zz7yKE3Angmznn/+US7PJVjd1Wi1S4vDAJ+u5Z0Vy3D7554jZqLKHY44oV\n6NSCfCYgE8cTKBHjCA5xZWKDK28n+rkA6JhHxgHCEriyzvnaA2+aqjiYP/o2rDzzXhCaiMqRyZQI\nQkEYwMdPccbiE0+v3BSFz3zspZtI8JpTgyPjKAFxjhOkQTpRJaIUH1XMYoUrBZe7HrFZWnwHgMcB\nzMjrfwjgnZzzfyCE/BiAf4fp8ojv4JyXyygzYKoLijbinSlJCNvhdP90Th6v5o63MpTZV5vD2aGY\nLz5gMbMOlI9LsxlNUDh59nMIXNH4nr/wMA4eEMaIpmR+Gqjj5/wU0iljIxN3ldDSq5Itt5FrMm3U\nCHVvBnEaYq9cFU/TEI78bINgVhMHjMWgY9+rgTRKDCwJEQBgsoEjOXOi4koYr9bRJAEA61EFc/Xf\nduU8jvv6PTq8516clgSU2VxGabjt4x5pXQ9KMuXBmeFkkmYaTHWBa0ksmTCb+rKjCnW3mWush0m5\n1IB+/xxSw/xxqZ8RdnuCeSxLIjLlDI78fZ8fnsNCXYwV9cJVtII5pJKYZMaYQRkSRBXRq4ZK5Rvd\n8uMKFx98NzgW/zSAP5VOxccATHdem4z/G8AfA/jf5fVvAPivACrSwB6XvRapsHvQPvhmTRZMw8Lt\n78KFb/yabKq3Pv5/9bNvAAC8/F98FgDwwMdfDgoGxikmjS1MAkG2kEHlxDwhFA51da1Xk7WpqicZ\nS8B4KgwSwZCwUNebhFA88g9vBCUu7nrFX2x6vvmjb8Pq8d8HcZh8zCxJAWOlklIYgCm1QYr1U3+8\npZnkbkbLb+vz3nd8z+cnbjOJYACA73/D0/irj9wGhzh4/f/0jUu6nxWuBuyKWgS4jPVIoQqTEHId\ngO+BODkr3AbgAXn5UwC+v9i+FkdoaVgHiPEENYc8jTAw5UgrKu8cBMNkiG7cQ9fC+PD0YEn/U4RB\nEeyr78eM39H/iiAyZ9WnZPGaCQCH9tyrL1PiYj1c0f+Kwq134NY7oI4P6hRXdNSCOXheE57XzGKB\nCqLlNo1/DbQmjI2YiQnjZm11p466U0c/7qHuzYzftTAGfbvGiTOm/zHLrN/+6nGEg2WEg2V4tQ68\nmn3cYM3r5GKYGsb33yQQzDhG0zhxtXtCFxRlDKAWWjfof0da1+NI63rrx1iNNqSU07EeNQLEKEya\nRkjTCI4T6H+2UMcQ3wlQd5uou8W9PM6d/Wd9macJRsNljIbLSNMI/f458fjG4+1tbk3UKTA5k8k4\n14SBLTwnQMNr639lPudrEZzzr3DO7+OcP59z/nrOud0cELCXc/5ByK6Dc55gUzlfYTtcrlqkwu5G\n++Cb0T74Zl1nTCIR9t32TnGhYC3y8GfErP8rvutzU7cpWtcIZ36GhEWghIASgue/8sNwqK//UeqC\nqmYfFAQi0WH8fPy1B9408Tk4i8HTBJwl4CwGSyLxjyW5fzyV/yRhwEuS6JcbnuPBpR58J4DneFMJ\nA0CczwOnDt8J8OCnXqtv//THXgwq/6tQ4UrB5axHii5v/yaAdwEwHeEeBfA/AvgrAD8AYFqHwAH8\nHSEkBfD7Yy6Qk+/AmRVhMF7QR3IWeE9tD5aly3zHa2HdIANMQoGiuLz92d4pK7ma2J8Y18kGKrZs\nJgfDC2hMiDpLor6WyU+CK1dofae4TwMARMPsu9desIsCpIYSJLYwhnSpj8bYrP9AyvhrTg0j+V3w\nqLtJ0t7y7F6fCWUsyYwmOrWIDhwNzsMxHOuJhScAS+OcV0StvX3co1fraLXB/MH7MFgXSRmHGwtY\nvvAIAGBP8wiW+9snaJhFSJkGdE9T7K9DykcEHutnq/Y7mSs00zBqwZzVfWu1OfQH5+Q+ZIWDS3wk\ncgQi5Yn2OzDHMOpuU6sNTqw+hk6QqYtmLUdPTNgcj7aCubJSNloTgPaYAITS5HKAXHrH4kuNPiFk\nD8T5EISQlwGofA3s8ZzWIhWuHHTP/lnuGK68DkxzREIcfe5bfOwXdXShCUKoVqN9/pOvRsoTOarA\nwJElK1AQsAmrjkplQMcIBZUYdd+rP5Hd5vi50QRMEDPc+x1/hYc+/ToAgOeKbb/62Tfg+a/8cG67\nNI1A5b4RKtpgTijAMuUBNxWaRg1wpakMPv/JV4MSF5Rsfp8nQZ231ALTQ59+HfpyTK/yNKhgg6ug\nFgF2UI9s2+UQQr4XwHnO+ZcIIa80/vRjAH6bEPILAP4a0+MJvpVzfpoQsgDgU4SQr3POHxjfiBDy\nrwD8KwDYty9rRNpeS6/8t70munFfm96pYrYXb6BVYEW5UULe3JXN64pl1Nweo4GYFnFHQHVhP0r6\nqLlNUELRGy2hVdtrva8KbgHDOIVzvWfhXsgaigOHXl78eYL8SmU85T1qNg+gL1ftzXn0mfoCBnI0\noO3PoVsgQ75pkASppWGiKUuv1e3eXxVxCACupSxdqA/Ec5vEQhIP4Xrisxp1z2jiYNRbRK0lCJug\nmTfItCEmTJjNLgDULUw/gbxJoCIMyuCcwQV6luS+6ddRxNMgjvvw5G+PUg+MxXBoAIcGiCd8hq1g\nHr0CKhzzvbT9DpoYGiqPnWRoi+JJFD47iUjc3ziA09qLwi4lpcK2+LcQ58mbCSH/BGAfgDde3l26\nsnA5apEjR45c1NdQ4dLBHFMwm2MzVWHh9nfh/BO/qsf+zj56Pw7e9Z7c41DiAlSY7ypfA4e4SJGA\ncA5KRF+fMxFWIwZjC0rbHdfv+Jb/Z9Ntj/zDG+VrMLwHwPCiV30MgGh4HerhoU+/Di981Uf1NnG4\nDkpdMT5KqBjJk/P942bNADB75CewduJ9mD3yE/q2lWO/m9tm/qaf2nL/LxcIoXCJD4c6+Kbv/Pi2\n29/36k/g0Qd+SNfbjCVazbGTc3iFClcoStcjRTqQbwHwfYSQ7wZQAzBDCPkTzvmPAngtABBCboOQ\nDG4C5/y0/P95QshHALwEmZTQ3O4PAPwBANx+aytX+ZoroTULiXyUhtYHhL4xs2xj1OZLQxWlYDg/\nvKBN44ZxXxMHnuPl1AbmTHgRxjQHy9jFudqCNkE713t2m63HYDy+39gDJlfkzdVvL+ho4sDz21pt\nQImrmzcASMPiq/ktvw03yb6mkYUBnkNdvVpsC89rIorsmjrOEhDqIpUr3+Z8uV5NkNtshWiwjKCZ\nqUtsfBAAoB3s0ZfNUYSiUL4TZWf/ARH9WBZPdY/j1pmbAAAX+iexv30UgFAUKF8Dz23k9lMRCqNw\nVasNkmSY+96ZqhAbCNfr7DMbxuW8DIBiZMdWUOSArfnnJLjUw9AgGc7KCNTdBoLnJBv5koJz/mVC\nyLcDuB3iJT3BObf/cV7beM5rkfvuu+/K/uJdYzANELdMVSBUE/mnH3k3Dt/zS9mfiGgmHeKBkQRc\nOglSQsFJ5m1ACAXlDMxIWKCEbiIOGORYWRpvKaFXGE9xAKAJAwB44as+qpUHX/709+i/Hbr7fpx+\n5N2AMQ5KqQsOgPC8IpDLuoBdwUaIysRwkupiEu56xV/g6//0PwMAYj4Q/hIs0p/X7/5JBz/1o5X4\nq8J0XA21CLCzemRb0oBz/nMAfg4AJLv/Ts75jxJCFuTJlwJ4N4R7cQ6EkCYAyjnvysuvBfDvC74u\nK/TiDe0NYJul3itgzmdK4x1CsRpljUPTLU5kuNTPmR6aJmbTMBhe0LGAfkH/A4W2EeV4dv2Jbbdf\nPPM5HDj0cqwtP4615cex79BL9N9oQcd+FSuYxnbJAm0/k5ZbEygAmnJMxXbVNqjNYzSUiRBGk+n7\nbU0cmAaYSTLS6QUpC3MjDa6lfDuJh7p4oU5xTwwT9fYhdIyYvwsrj1rdPzW+g7ZGlSmPsS7fO5MA\nMz+D22bvwDfWvg4AeOHcLB5aFeqSmBF4VByAn+4NcHu7PNHAWKLNBXdimGj+Hp2S5qQJizAYZuMJ\nZTwVAMAfI0h3QhREBhlqm5hxsn8W1zdF9OUo7qMtVVCMJTtSSFxLIIQ0INj9GzjnP0EIuVW6H//N\n5d63KwVXSi1SYXdj4fZ3YfHx/wBCKFJZK576ys8iTvpC4k9dgAGMZGR0yinA5XmNp5vIAbINcZDy\nBJRQ/MP/+zK41Ifn1PCS13yy9GtgPAQ2CqwAACAASURBVDv2mooDlkQgRnoAOBMkwti+AsD5J341\n95hLT/2mVbrE5YTwhXDhWJ7LHCfQ4yfKnJKDoxdf2tjgChV2E3ZSj5S07AcA/DAh5O3y8ochnBhB\nCDkE4A85598NYD+Aj8iZIRfAn3HO/3YHz5mDKbH2LA4eKU+RygM/kD/IOySL2IlYrFMaUp7iqV6W\n4rTHL7b6q1ZcHUtZudmI1mvFkxg4S+B4WdM007kRG+vHAQAHO7dr4sCUWJ9ez7vG2s6Fm2kKtqY6\njWBWXx5MiT+chBm/Y00OnV97Aguzt2Otexxr3eNoSTd6QBAEQD5ZYRqSZKiLDcCOKEjSIVyUnwtv\n77tdX7Z9r30nQCwba/O98wo02fOtI1jpnUCUhoiG4UQlgZmmsFXKyPlR9nyHG3bEksK4ORSzVBR5\nbhMjOYrQHZU3UzfJrbKqFiBPUIyTBXb7kxELjCW5z1k9R8pSvUrTDmbRlb+7g41DWm3Q9hoIjP0w\n/RouB3aJY/FO8McAvgTgm+X10wD+G4CKNNg5LnstUmEXgzNsnH4/Zg6/Vd904HnCNPzM196Ti4qm\n1NVEgcN97TPgcg7GE3AmrqcMekxB+Qgww5ugzKKHDb7pOz+Oz3/y1fCkj9RDn34dan4HnteEy0JQ\n4knzak+OJ7i58/Ek9SLnzMrT6XLivld/Ag9/5vW5+MoiCOSiGyEUw2gVMcvek/YO/LEqXDu4CmoR\nYAf1iFUnyzn/LIDPysu/BeC3JmxzBsB3y8vHANw7vs1O0Cwwiz3jd7AhkwZm/Q7ODLJVP48Wl3o3\n3TpGlo2pmWNvI9EuGpU2GCyi0RDz7kk8hKPMB835Ojm/vRU6tb040z2ur9uQLiyNSq0wqtg7z/gM\ni6xs19y6bkbHYwQnEQdmw9qN1nLk0prxmovAfB9tGXgOhkSu8NKSXgTD9dOodw6Xui8ABGP+Foo0\nEJZOosHsR+toypPpxvA8ZqQ6JWURRkZihy1JAwivDgBYDk1jTLvVAfO7VnYVJEmGOXIntCCoFC5G\nlnOzsR/L608DAOIpZq8dfw7rE/w9VsMVzMnmvR+t55JBTKPDMiMQSm1yqYvdaxg3c85/kBDywwDA\nOR+QyoGrNHZDLVLhysLaifcBQG6G/9Dd9+PUwz8vxgblsY8QB5RmSioH2ZgCAQUl0GMKpr+BMkac\nVBtxzsAAOUOfIE2KJ3RNw0tf+3f40t9/V+750jQUq+c0f66iThbdCIj9F6+VZoaQV4DCYBJsalFV\nh1GDRLkY5/UKFa4wlK5HdqI0eE7AOIPvZE1GylMdxbYRreuRhJjFuvFdHi1pA8OioITCk4ylTS1X\ndzzsr+/ZfsOx50qVMZ5BFqQs0YqEYbyhm4LhaEWrDdI00n4CADLSYBs0JdHQCe0k8BfOPIimjHFs\ndOxMoWqGid8k47lxNIJZrTbY17oBoWEUp5rPaUSBifFG2QaLK4+i6Wfqh5qhhCgCsxm1laVHw8yE\nb7h+etvtZ/bfhY1zYhShvfd2sER8L5qzR3HhrJidbNb34cL6U4WeP5QEh/m+7wQjS8NIIDMr9Xfg\n9m+uliRJOSXDynAJ84ZZZpHCohd30ZJE4dnVx3Bw7k5EcQ+Ie3qFw0Tdm8EwFuolSsiWJoY+La8+\nMHGq9wwA4HDrBn1bWmBEahKeq9EEMUf4nDzVpURECKkjcyu+GYA9C1ehQoVikNJ8IO/Ps/z0b4vr\nnIkmm1KAU736TqkLxqTqgLuaPCCEw6EuUpalKZj+BiZxMHWXwJCwnTepKjaQEgJOmCAjWKQXTBhL\ndHVPCBWEBc1IEX3sNo7h+25756aRhcXH/4NWZewmPPTp14HK11FkxFfhuhf8Ck4/8m44LIBDPF1/\nc3AMEvuI9wrXFq6SWgTYQT2yK0kDDgaf+jpqz4zdm4ShXK3esDR9axvz66OkeP0WMUEWbIdB3NVq\nA5d6pVZqU+lNYSsb8/xsFVIRBkVxZuURffnWI/+i8P2o68Mj+eZIxQq2O0fRXRcNi+kVoAztfCMC\n0wa+E+gG0zbOsjc8h75cSS8i0TfBORMNITDmaVD8cSLZnOsVcA44sjkcrD+LRkc0dqbaYNRdRK19\nQF+e2X+Xfry10w9ZvQbTJDS0bK4HcVdHm6ZGQWbT7K+ENdzVyX7XZdJNErkPeQWCnfP/vs4tePJ8\nZlCljFdN4oDxRMsgA7eu36+G28JArho5xMG6QRrticutJjnUySl/SMkIxn60jhO9LH6zsYO4RPP3\nUfkYlMJ7APwtgOsJIX8KYer3Ly/rHlWocBVDNfucM4AzmWK0uUag1NNjBhzZKj3nKRzui5QrzkBI\njCSVzTeTq/UsAeAKV3455uogfz5SJIJSGwBi4egzH3spABQyRxyH8kN48FOvlfsA0NQR+55kK+qM\nSoKDuoIskHP8WlXh5FsANqFGPfM1kS5x6O779WV1/XKBEgeMp6CcTTSO3AqH7/klnH30fh13ySVZ\nTwjBb36gjZ95y8VZNKlQYRejdD2yK0mD7WA2O0ML47a210DNaGp4gdmUmhPgrFwBjoy+5Fh/hJua\nopA+O1jCwYZoLjbiDcx4M5iXjbqtnDqnPLA016YlZ6Fn/A7OD8/p69Pi+AbrJ7TaIBc3ZBhBEscF\nL+DIaxoO2jYhLcMwMUrtDGy6RlNnayw3MFQa7hQn/pxJouGPMBqt6vGMOO5bqxBGG2etth+HK8kI\najSgNi4Aa6MlDAz1TmBBjgDAC/fciY+eFGTUSlje8NCU3ivCAMgbUQ2jVdTld2Q0WkWtlqUpuG4d\nSTKE4wQYjbaP+JwGboRpO5bpFiZMdYFjMTq11f70o/IO0HtrexFKgvZiqRsuBq50x2LO+acIIV8G\n8DKIBYt3cM7Lm2lUqFBhW+QIA84A4mDPTT+FC0/+em47c/VdNdXqNvXPgQdOGVKmDBGRUxxwMO2P\nlTNGNM65um4yap7PfOylpYiDcTCeAmrfzGAt/VzC2JHAAeGSOJC12qmv/CxAKKixGDZel516+Odz\nfz/18M9r9cLhe35JEwrqfuNRlhcThFC4JUc+ARFdLUZNqCZ1wis4SaLCc4crvRYBdlaPXJGkQVFE\nklUuYnBScwOtNvCoO3G84XDdxenh5APL2cESXrTvhQDESqQNbE0SAeHaDwAe7BqwfXN36RXuTusI\nTi8/DABYqO/XxMH54TksSJPAJ098QqsNlpYewcEgUxJ4teJJDl6tg3qcjSsM+ouF7tesCY8ILzbm\n0QsSRZ48waWWhoH9aA1NfxbdcAndcAm+k31/XPmYCQs1cWBGASqMJDnhFfDgmISURQgNL45a004t\n0jBSM9zuiS223IyNUTYmUVa6HqUhjnezWM9H1jYmbveP52fxbQvivXqmv4SjTUG+neyewM2ztwEA\neqMlNCcY8fluE9E2IxApixDvICIRMBUs5RPyQqOR30lT3497aEkVkemJ4BZQPo1DKSdMErZMROel\nBwe5OsyHvh3At0JIAj0AH7m8u1OhwtWL2et/XF9eeea9wASzXOGeP36bA0KYHFOIN40pUCKNDmVz\nniIxRhUy+bLyOpgExhkoyRaJPvXRF+I1rxNKwb/7m2/S23nU0034K77rc1u+Xg4GxoVigiHRBIJJ\nhojXIP0NJHlg+i2xNNZEADfeLy5HKpiFmnM8yvJi4vmv/DC+9sCbAACP/eObcee3/RkA4Ml/Fn4V\nt77sfXjmiz+No/f9ztTHMD0NxOdxdejOK1xKXDW1CFCyHtnVpIGtKZdHPSwOL2y6vZ8M0ZSN/CgN\ntdqAgICDwyOi4GaOnSpgfz1rZMwZ4e3gEBcJtxs3GEar8OSsfsomjzmwNNJqA85TPaPXmr0RiREp\nE60Vk18tS1f5uaVHttkyD+K42lTHhlgAgHot84ewjc6rG+oF08lezSEC+dlxxrk+UfSj9RyzbjMn\nB+RVCH5qJ49PS4ytKIy6i/q9bu69Rd/eX3um8GP0k35uZr/uWu4/T7U6ZZj0tUv/0fZRPNMV+3HP\n7IwmDu7srOGx9cleEbWCHh3b7lPJJINu3EPD8MSwHXlRmK3N5+ZoyxphutTLKRnKej0MkhAHjLQQ\nG8fprVCNKhQDIeQ/AbgFwJ/Lm36SEPJqzvnbt7hbhQoVLgLmj74td33frf8WAHDu6/8xUwUQoQkQ\njbSoCR0nAGOxHlMAgBSq2eSAsDQQvgJcjTUQWVsg81SYQB6I21ghNSolFJ/7xCtBCcXLXvtpfftL\nXvNJPPip1wpvA84AYkThUgBppsKbpJ4QngCxHl0AAMI2H9PVPpqKNgBgcQxCKI5/6R1w5CLKc3VO\noMTd9FzqPHvyoXfBoUFm8jjp/tQFJS4450ilH0WFCtcCdlKP7GrSoAgWhxdQs5TlN435+dDC/OTc\nKEHHckGPEIpA+hqkxgpuEbDxFXLZO/T6Z9FSuenDJdQMwzbxnGJD1zJCJjAk98sWMXRJ2IUbGIoH\ni5GMemMBkTEykBT4PAK3gTAZoBnMo4l5jOJs5TaWDbhL/S0j8NTJLyohSeuFq/o5FGyauTge5AoF\nc1SjCPorx/Tl5tyNVvedCfZoMzwTw3SIumyWh0lfEwcOcbXaoOE1MYj7WI83gHgDsxPM/YpgPXYR\npuWl+AAwjAQBYb6PtvL+7ihTcnRL+g8AeePNRklvDiDzUgAEWVAW5qjRwPBqOdY9gZvaYrxofXQB\nHanimastYFW+Fy71tNrAoa6RWjJAXR7HoqQPX34/torWvFgg5KowH3oVgOdxOUBLCHk/gEcv7y5V\nqHBtY/8dP4fFx35RxhJS4Z0oRw8A5BptSl1dN3AIkoCnatWeAhDnSQbklAfm2ILCJKLgUx99oT6W\nUv2Ycj+My//8yVdp4kAZIm6F8XjiqdtBLDRxznLPp1+zVB5Me6yUhaL25MXTwHYC9ZkogufkQ++C\n69b1c7v+1nWVUI2IEwvjfEsDywoVgKumFgF2UI/satLApz4i2fg13AYGyQCnB6KZbVquSO6p2SUc\ntL0mjvWEhH45tFMgtBsH9eXIaEaatXn0JXFgNrUqNcEzMu5tYMYCOhajEa32dZgfZSvk6wVj6DZW\nnwQAdOZvL/xcAFBvHwKTTXrQWMBIjij4wawmDly3pokDz2tqabnvtXKReW5kZ1aTj+2zWz3eMFUE\ntl4EhhTdt1zBj8L1jP039t/1M4Kmv3pcEwdp2IUjyZuFW16D8099Cs3Zo7ht9iiefPIvrZ5b4dxw\nMdfMMth9N4+2j+KpDRExuB6XO9xQ4iJOM6PGpMTqfyhJhp3mUD++9gQA4I7ZW0s/xr72DTi2/FUA\nyM1lmgoPnwaZ0aSRGBOlof4OpjzRqo5h1NVmhTfM3IpnN8RvdD6YwUo4eTTEhLnKMs3TpMKO8BSA\nIwDUzM718rYKFSrsQqiVeEpdcJ6KFXxlJAgKEElUM9VYuyJBgWTEAYBNfgfqsYHyEcKf/+SrDYJh\ncxejiIKs4RfXxWthoNTT19XfTUUCH3M80koD9bhjryO7nOj3DQCefvBtuPkl7y31GreD4/igxvgG\nII2kJQFkenytnXifUH1wBpaE8nP15L4SMLAt04sqVLjKULoe2dWkAQCcNea6exaqAAKCjm+36rdk\nNM0bcfHnmvVn0Y/Wcagjmug4HsCTq/y+18oRByZqlivMCnE6zK3I+8H2K76u1wCRjGyrfZ3V853v\nZbPpzdX9E7fJqQ3kwXmnaDQPIDbIgciCKPDduiL+xX23SN8YR5SGuaQLG6KgH63n5sKDAkRBHPe1\n2iAM1/LkiFzFjkbr8OWoRxJ1c8SBQm/lGDoHsyjy5uzRwvsNCLWB8vKoOeUchD3q5U6+ijAoisfX\nT+O+PcLLYCcSepNkKFuY+Y6vSYKtwJGtzKQs1YqHtaEgxdrBHqQsxvLgzKb7JizRxIGp8BhHylPU\nSqRLTMJMIAjU0UXICgcmKKIuATZPHl9xaAN4nBDyoLz+YgBfJIT8NQBwzr/vsu1ZhQrXMJR8/czX\n3iMk/VIhQOCA0qxRVgpOJd/nnCEFBSGJuMxSgAgylxIx4sg4g0PEyIJ4zEx9AGAiBT9tLDcboaDG\ntvJxjUad8RRUKgaYbOLVyEL2/1g+ZrrJBHLS82akQTpVuZA3knQ0IXHsC2+H4wSgxIXj1S9a6oLv\nt/VnsvjYL8IL2sLMUZEBE0YCCXUBkoAQR5AOxIVLHMQsRSpf0298oIV/85aLc26scPXhKqhFgB3U\nI7uSNGCcYWgRATdKIyRSOuVZNhrr8eRVuBmvpomDPQHVaoN+AuwLxIHqeO8cXmCx2u57rXyG/BRv\ngnGoJpSmdrF41FBjcIts4Nma8GpY7IsmZ2W0jHmp1Hjm/IM4uvASAMD6yhOb1AZhX5A8QSM/MrEd\n6obRX2qZl1s30hRIbGcyZ0rSbL0FEhbp6L0+MnIhTAYI5GptmPQ1cWDKusfHMMpIvFWcZc8YV7BB\nmEZYM4iYhmUiAjfIAa+knP7G9gYO1bN40EOW8aCEUCNBI9t/15n8fpqmle3agh5RaDh1JHIMI+EJ\nGvLzu6l9BMcmGEl+fe3JiWoD3wlQNwidMjJNpUDyjXGhsiZNg2SEQ43MFFMRBrbwncZF80G4RvF/\nXO4dqFChQgEY3gZKgGU2xGq1niERzbls/R0qZO6OimCECwKx2q+jFg31AWCYJm5DbCtiWhkomsfi\norXDVuS5Ig/McTNze5MsyJMImeIgTxrI5IgJjfvFMkh0aCA+D1nnEhUrSV39OQHA2sn/om8TCRGu\n3k+Herhj74vwpld+GL/xgfKjhRUqXGEoXY9csVVgbKxukQIF9Ua0jhm/o2W4fem63vZaep655dbR\nm0BW+NRBYGmSCAC1CY7vtrBxM2dJBFKb/JGKeT3xGoLGgnbm37fvXoQyeu7e9hE8e+6frfavt57N\nx9ctHP6p48KvZc1+akES1ev7ciejMCxOFDjERWoVNphJwgdxH4O4n5udt4mlG8bdnJFQ4NolXyRR\n+RSAW2/9fiye+kcAQLj2eKnHODlYxpyfSddt/T0SnhU3N7a3l8zn7pvGcB0PQ0lyjBtdAkDMRvBo\nLbe92DbMRWSuGSv+y8NMyWSLvHmkXWKKfgwwPYIFAB4rR75wMO1LAAiyoCxMjwbvIqkbdoqrIObo\niwCGnHNGCLkNwB0APs5tZ6UqVKhwSXDo7vu12iDnbUCwaSVeRC262giRIRUkAhgYxP3UmIK6DGSJ\nCsqQmSAbXSgCQVbYzVUrg0StctiOoOCbRxM2/RvTSHDOBMmCPIHAeao9BzhNQbmol049/PMAgOvu\n/eXiL2QMjifOU9TxxefhBDmygFBPmHLLfVIqBE4TPZ5g1pFOZepboQCugloE2EE9ckWRBgNjltk3\nGjfOuSYOYp5otcF61MOhhuEYbuGO6hE39xxF4BsrjIGFSVzN6+Si49ICyQrdwRmdpjAKVzE7c5O4\n3FtErSWa9zjsCsnWGKjrwzfME0OLvPr1aA2rG9nK9t65OwrdL40FKaAO9EXh+W24UrrvWDYwvlvX\nJ0jPCTBS/ghOoMcPzNlxM2UByEfRDSxj+3qGl8F2qwiToBQp5iqCjQN/2D2H5p6b9PWnH36/1fM/\n288a0LKjfpQQ3Na5Bf/feRHreecM8NiGTCrhRB98H7gwxCv2ie/FmcGiVhusjs6j7WcpC7HFiImC\n+swdWj6h4qb2EWxIT4Sy5AAgfjsKZiKCLcwCc7x4s0HgNNCNNpt6VrgkeADAtxFC5gB8EsAXAPwg\ngB+5rHtVoUIFjUN334+zj94PTqQ6gCWi6ZfqAiAbx+KcgTDpe8AZGBPH9JTHurk2RxYACOWBXIUn\nesVe3G/aTL1JFKjGn3Hhr8BAQbHZjJbxdJPGzRyjm9TgT4NJFIwrDUyMEyuUZfWK69a0ZwKlnq7l\nzn39PwIQhpQ2WH76t+HJsVwqVQSEeiIu0kiGUOkVM4fesun+rteA5zbQHZzFf/vLo/Bkvf+2Nxev\nhytUuEJRuh7ZlaSBKqjPS5O+Y71sVbLlicZ/LR5h1tvcRFJQ1C3N6ky1gc14Q9P1rYvtem1eexyY\nkYJm5rxDfR0ZZ7qZX+ifzpmUzTWKNTBEM69Wu4oDzUNYk8aNZsNTBIONU/pyULeTRI9vr8YV/Nos\nopHYjyCYQyhTDIKgo9UGndYRjAwSZGQxruAQBynKzWcPk2FuxTiwJDhiIxKTWDaUiTFiEHbPbbHl\ndHSTEEthXu0ROKoIyIiD1Wig1QZnhxdwsC4c+EfpCHsNA1CVMFEUD1wY4nsO7ZXPV47xHyXD3BFt\nq/SMrcDBc/tQ1CB0EspGPwJi/xveZtKvDFHQ8mb0YyoMk3LKlXFDz4SVVzUUAcFV4VhMOOcDQsiP\nA/hPnPNfJYQ8fLl3qkKFCnno5pfSnL+B+ltmHigXFZQRIs1W3AmhYEg2jSwwiMbfNEwUj8VyTv6T\nIPwR8oTxuHpg/Ny5yeBQGx0y9SBTE3BMYkBFUCvChKkkBeNcRPTIhaNfvzKNVF4KaRrpxzW9uC58\n49ew77Z3Tnzd0+A4PqAiJGnew0C/Hs4wc/itm+6rfBccJ8BGKM3Jd0DkV7g2cJXUIsAO6pFdSRoA\nGWFQBD71tIlJUUSGt0BoUdi3XIqmuz1REEbrWm0QBLMYDjdHGJoH/UlQB7PYYkQByCcoTDKD2Qqz\n9WzE4PjqY4Xv1+2dzs3pN6aMKqTxUKsNXL+JJOrDcetwDFUAAPACr7lmSUaY8J1As/8OtztZpCzV\nU4pmskBRDCcYOtqMKsRjzZ6p3uitPInWvJi1D3sXELREU3/zvW/VaoNX3PYWfPnYhwEALbeJxzeE\n0WXgUITp9r8jM0EhsPRBULi5FWKhlhFge4PZLbbeDJf6WBldALAzt3/zODMXzGyx5da4GLGD46Mu\nkwiDIjg7WMxdV4TBVjCTGMyEBtfxtKIJmGxO6e6SEYZdDkII+WYIJv/H5W2VHrZChV2GA3f+AhYf\n+0VQ6iFlLOdvoGb1s1X1rOGmcLWKQKsSkMAhQMqUSiCLZdQjDGM+Alv513DBUEjlAZWjB6bqlmkf\nBsahDREVYbAJJLvf5JjFfGoC46lWHEx7rFQSJ4o8IIQCctwjTUMwFsvX6cLxGDyp0L3w5K9rQmbP\nzf966nuwcfr9uuaZPfITudvHMYkwEPuaxWj6ToCaU4NPR3jrD56d+rwVKlxFKF2P7FrSYBp6MccN\nTWFYYjODFLEoJzcvgrZbR1fO2s/7HiLZIHaTEG1pvvL42hN43qwwAzy1/FVct+f5WUzgBIf7rWCu\nSirCoAiSNLQmBxSo66PW2Kevr28c3/Y+z248hTnp17Cx+Dnsa90AABiOllGXhomD/qImDsLhslYP\nDLtn0JjJ0htsIiK9oJN7ndGo+HsUeO1cg2/jHO8QR5vkAfaxg4M4IwmKOPlHUVd/d0wiJklGcGWT\nHid9eHLF1yRiNsH4jbTbR6z2W2E5ZKgbvErxwRuBbpK95ptb5cYEzvZP5sY8bJMEUpboz2HNUjVj\n4mLFETaN1fpppOAg7k4kDtQcrLqs0PJm8OT6NzZt/2zvWdwgf6MmIVB3mzm1genVUbc8dl1qXAXd\n9TsA/ByAj3DOHyWE3ATgM5d5nypUqDABKlHh7KP3g7FYhCpwpg9EmdTeBWOJjmQ0m2/GEz2yQIhs\nlLnyMhBjCsrYUPsE6ASELUwLc8SBICTEc3BQQjLlAJENPCgga19FIihsRXYrkkA9Z0YcTJtXzOor\nSgiYMfrgEJFooMcqpGLBYSFYGoM6niYPAGD1+O8DAOZu/MlNz0KoB9cJ0DrwQ5tu5zzVyV1TCQMA\njleD49YR1ObQqR+AS33sM5SSFSpMw1VQiwA7qEeuCNIgMBqWA7ViDqdKPRBNURHU3bpOaAion1Mb\nxNxOov742hPaST22mH2Pkn7O+b8ohomQsrct3f5NUEMtETQXdOrB/gMvxrnFLwAAbpy7U6sN9jcO\n4vzYCmYR9LonAQAssd/XzOjGbtykZhgs2kq5zXjFyPL9VXF7KUsxYH0dpWc+rhmrN4y6ujkLky4C\nt61HVEz/AteCWEmTEKNe9jkF7ckRmdMQGm9XL7F77wAglu/ZuRLfFYVVY7ShF5eLfhzG/VxBZBu7\n2Iu7mA/EuMTeekaqTSvmzAZ/FPd1nCqlLk5LDxCf+hhJX4a1aA2z0q/Bo54mDmIWT02icIzvRLqD\nmMPUOL6VjaNUCArEvVYAOOcPQMwRquvHAExfTqtQocJlhzLMS5loxCmDnstXRIHwO8iPCXDOtFEi\n5wwOPG2WaCoPcukKshdXxojbJiqMeR2I61QTB2r/zRqIjfX7kxogZiyujZMFOTXohNpKRw9zRWKI\n9y1FnI0vSKIlTUMdZcnl+8hYnCMPlp/+7ZzqYLD0YV27hhufEPuWxoCp1tjyXQOi3t+DOgGo48Nx\nAnhuA8EOaukKFa407KQe2ZWkAQfHqqVTvEOobvY3kj4CWXivhGuYl9LnlKebDMgGsohPLGXmNSdr\num9s31D4fkk6ypkeFkGRmeoLy49g3557AACDjZNozFwPAIhH63ANM0TTrGarhqEzcyMAYH5k5y5v\nJhkwy7GKnOmfpWGiOaowGhYfbQGA2lhTPpJkkmmY6FIXiWzUqPRIFvtM8goWyx7MHFWwjefLjSmU\nlMfvqS+gbTT4G7FdrKe58h6XOPFS+ZrXo0z50fLsVvN7U5Qc5qym+X2f9We12qDjt7Ae9TBKI5wd\nLOFo+zqMw1zZ366Y02qG0eZxJBvoFZqSCiKFGU+QrCYZllqSogr12p4cmcV2QFzYglwdjsUVKlS4\ngmAqDjhn4CqFSjbSlHhg0vhQRzEaygPK5W08yZklKuUB5wSM05xBojq/EExu0HNjBFxVIkyPK3Bt\nciiadhObPA/GxhDMyyZJwMH0fhUhmlXyBJWeBkrFxsFAWAyHeoZSIwalHhhP4FAfnCUg1NUG2CvH\nfhdurQPqBqDURXPfGxFufGKLVMB8GAAAIABJREFU53bQPvjmLffP9RtIY/H4ndmbccdd79n2NVWo\nAFS1yK4kDQDgBfO34ysrTwAAGo6DQSoas8VRT6sNZrwmhkajEqfbF7EbRpNmoygYpgk8y8as31/U\nB2lbQ7SUJTg/vKCve7JYXw/X0JEkyPn+SSw0r9fbmMQBs2zgPGOmXBEGRTBKhugboxTt2sIWW4/d\nd3AB9dahwtubUCcUBXNUoVbfo4mDem0PhnJuvRHMYhCuoRHM6sv6/ukARaBm+G1VCEAWnxmmWWNu\nxttte/+xWErX0k+g3sp8JvbUi39OADBMgVlfDC0GU1bCi8Cc1qRG8ZMaJk+9eKCJg5gl+rtPCcV/\nP39a3+e2mey9U4aM/aSfk/5PwxMb2ezirGenZMn2OU80DkqqIgK3jijKjg9l/RE6jQPwu1kEas1S\noaPgEDdndlgL7NVQFSpUqHC14KBsKs987T0gjgOWxmJenzNhhEgYGIsNbwI5ZiANAMfNEk3lAYXw\nJWA8M0gE8iaJNgsKyitLKQ9M0AlRieOYRBaY1wvtg9xnRWgoTwMiPRcUkaJuB4BU1VQxBXU8EOLA\nnbCA0L/wIbhBW+wTyxMZhNBNYwuTIJIWXHi1Dvbe8jOFXlOFChV2MWkwCTe1xGpyYJlYsGS46RdJ\nVvCIi2W58pla5s0NwmyVu1nLZM1mIoKZlDCMVlH357AhV3s3QrtV8lYjawTrhoy6CGybk4XGAb0K\nP0rsVqQHw/PoDYWz/wF3+8+AMybciwEdowMAntMBl+SQ6zWRKP+I2vxEj4PWzBHhslsSdaN5UtGM\nZZBYqi5G0TqcHTTnKlEhGRVPjxhHyzg6uIZl7OJoAwdqwlzvqfWncEvnFgBAlI7gS6+BIzM34ROn\n/gkA4FNgJRL37wHY44vf1LlRD/u3GTf62Ok1tLzsvatZ9tOcMz2GtLIDLwNTXWDrjWIioNl3P9hB\nfKPpOTCeZmADZog5HYvkmOcSV5FjcYUKFa5gHLr7fn359CPvBmdGHCMViQpmPCOAnApBEQwqZcG8\nLvSLVOvrx00S1WOZMP+mzlF0LB3BxDiJYGKcGJhEFtjERyuvBgIqVBQc4FwmRCAF4TJhgSnSIEtW\n4JJsIYSCOj6YMi53xWvOjbuqfaIUrYU3bblP4cYnQKgL4gjCoLH3DYVfT4UKVS2yy0mDF8zfjic3\nxMrZgXpxyfL5UX7V+HB9e/fwkZGm0E+3VwUshz3sCVqoOQEWB4vYIw0Al4fnsKcu5sj7ows54sBE\nzctmgTcs5r+ft+8+eJZmbEnY1YaDpEDyg4n5Zmaed2b9Cav7rnZP5MzVlLR58fwXcWDhPgDAsHdm\nk9pAs8YlLEdqDbGCPq5EKIKm9JcwHeJDC3Kk5tSsTqomojSEazxX3bdz8mfGdzaZkM4AAPXOdRiu\niyjMO259I77+5IcAAPfueT4WB2IFf38dONHPYhu7sWjYE8ZzxME4jsm5fdsxHxN/cyarcNpuuQZ/\nabQKFmSfgVuiESZSD2GSRONjTdvBdwKc6ov31DfIn5Zlg9+L1kFlYegaj+NbEg7nBmdwqCV+y0PL\n0a9J8P1OVqxVmApCyO9gizFbznnla1ChwhWIw/f8Uu76qYd/Xo8tcM7AaAzORb2lTBJVcgBjiVYh\nMJZI08LMcFHUQM5mHwFj3GBarZG/fWybLdbAJvkVTBpJmG6EOPZ4RtIEZ5I8gCvHFVguPYzxRI8T\nZj4RTI8uuPI2x6tnEeKEYubwWzFY+vDU2MhJr5EAoI4PWi+/mFShwpWIi1GP7ErSIJHS/PV4e4f7\nuhMgkSt/5/vFJOYKYZqtYHrURSxndJuOr4kDhxCtNog5Q8toum3kv6NoHYFlhNpCfR8WpOs5tZxt\nTgxDxqC+t/D9xtMUao19WL7wCADgUOd2TRyY8/4rQ+F70PRaCHvHUXOLmVUqxIYPgmvp2m6mLyjC\noChmDJXG0DDfK4Kml71G21GFKA11AzjtvsNoQxMHcTLQRJE5opAkQ22SmGCkIz7jsAtP+lisn3sE\nnf335B7bb4jvw1wzm99XpEFRDAymXxEGNnh4Tbx/lkKeHL66lu2DR+w+P4WYceytZaM5BOVo5GEy\nyMW4Kq8UG6gCzVSl+CVHDDr+DNp+Rkz6JWMRCWhuDMY1SQ9CnzPi4Ap2LP6i/P+3ALgTwH+V138A\nQPFM2woVKuxqXHfvL+P0I+8GGAORSgLVbFPq6fGFnFqAITeyIG5Kc+oDMbqgXRLl/5gmk4suVGzn\nRVCUKCg6osCU8SEyw0aVFsF4NqqgyBMCmkU0AkhZCMQAdxgIdcGpJ/8W5ny6WCLOuzYeWoRSpPEI\no/WPo9b5rsL3q1DhCq5FgItQj+xK0mA7mHFrvQKmgqeHGzhcnwEHxyAd6cbAIRTpNgfSmPHCzKoJ\ntULtRHby8CN77tWXRwUMEBV8v12ogGdJlEtO0Ce1KWkK09D253KjFDbNTS9cxaCfqStmZm8ufF8A\nemwBAHhavGlptA6DGCvGw2Fxs7p2MIuR8V2b1uxPMspT782kk3bKEy0LnxaxFyX5JADXsgGMhllD\nrQgDG+wNBDER7sD4bnGYkTunBvaH3ae6ogEO0+zzu2u2eOQmADy0mv2eZr3ybIX52ZcdVWh4TZ2C\nAkwv/MyIxITFmmzqhatoBXPwnDo4Z9p34MXX/w/4xrnPAQC60bomDszRkZbfQU8elxzi6NewHq5g\ntia+HxvD8+jUBanW759DsynUU0nSzxMHFbYE5/z9AEAIeRuAb+VcGOkQQv4zgH+8nPtWoUKFi4vD\n9/ySIA5AQbBZjXD8S+/IohnVOd0YURBEAQA42vMAgOEOIO9jnL5MAeD4eWS85tB+BxMa/3GyQNW9\nW227FbQ3A8+so4nxf3NUgarn4dj0/nAwkISC00TfRuWI69qJ94EW9Hbqnf+gJhtM8ibqfgp++zWF\nHqNChSsZF6MeuWJIg4ZbzxmcqVW9ltvUxMGt7QU82Z3c7PJtg1gyhCxBPJ5Nsw2osUJpI2n3vCY6\n1M4M0Fx5TtMQdakkSFkER/o9JGFXHyDD4ZJWG2TSNzs0pPqgPbRLU0hZilEiFCO2HgrMMLaklmMV\nrtc0nPPtpOV1r52bEx9GoumuuU1NHJhKC/MykPdBsHWqH8RdeI5oDJ3Ebr8Byc4DoEl56d1BI4ki\noHakl0sdfGlFNOfdHezDV5azfTjQtPPPUNiIezk1kS1SlujEDAB61MYkhsym23d8fVxqODWtNnCJ\ngxlj3EQ1/vn7Zt+habGLJ3oncUMrS2rxLEw0xxEaSoiy6gogK94uJQi5KuYI5wDMAFBMV0veVqFC\nhasI40SBiRu/6bf05WNfeDsIcfTIQu4fGChn4NyTpoHiPEGRjS5kzb2haCDTG3qdlGAkIQDTSYJJ\n29gg1Y0/AwcF4RyghgEyk070VD5nKv0KeKKbejWeIF6bHEugLjBaF+oDzuCkyba1Zffsn4E4Lnga\ngxMKzl349TmwNNRKhQoVtsNVUosAO6hHdi1p0EuGcIiTkw4XwflRdvBYqG1/oHMIxUAX68VXDVtu\nzdqdPIy78Aw5vZKTO06gnWNNhrUWzGq1ASWucJu1RObma3fQN2X/jYadwWI/zhpNm1nw9dUn0Zm7\nVV+3GVWgjgs4bo5ogDzRul4DSSxWdevNAxhKlUO9vhfD4RJm52/HLKBvB4DBIEuu2A4tfy6XvhBb\nNKrjzaFtxF5qrnpbGjVef8v3Yv381wAABwdn9O0nDAf+7dBLIpwaZg1oP7E7ohICPLMhGuqhoSJw\nyfbf10fX5rXa4C9PUnz7wgYAYCns4UBd/LYCx9PEwZ0zTTy2IUiftZhotcHj64t4XucAPOpimA5z\n31lqKUbrGeqBlqX3iIlne9m4SOCUN8SkRjEVJnbjW+NIEkmC7ICsuIbxKwAeIoR8BsJP6RUA/s/L\nukcVKlS4bLjpxb+Hpx98GwBhoDiJODBNEwV5IFfJjdV/ZaCoTAezFf6tPQ+2UhRMi1dkFotvAEDV\nc0AZI5JMaTDBHNE822pvCBaL0QMKpEkI6kjCHgAIBUtDqwUpzplQ3DoBHLdeOq2oQoUrGKXrkV1J\nGmw3MmDCLZFjbqoOhgVMDxWarovWFClUN+6iLaXlpsw8TPoISsh51YHMVoo+6TEKgTORP1wCLvVz\nUusiowpnVh5BOxCryeaJySQOkqiriYPcWIUxS00d+8+/0c5m+QNjVb0IlGQbEL4DNiCEoibJmLSk\n1D9Oh6VHFUa9RTRnj+rrijAoioC6Ov5wOdx+LKjtxugmouGtuwmGiavVB714cyNcd1JNHCScauJg\nsV/XaoPASRGn2es/3rPzwMiei2N/LWt+vRLHEZXKMCwRv2kilM14uIN0DgBY7T4LAPAt02UmIWFR\nLiZWEQaXC1d6Wcc5/2NCyMcBvFTe9L9xzos74FaoUOGqw80veS+OfeHtY4RBqs0SFXnAIOf+J5AH\nlLgAizaNLlCSj200YUsYjJMFRRehGKE5FS7jXKglCMv5G6jbUsPbQb0HlLrCLBLSHNt4bkIoKPXA\nZU10/olfFekIhII6gagPCRWLYIyJ+zL5/GkIx62Dynp1tPoxJGEXYf884qiLfleYRkdRF8/71j8p\n9HorXP240msRYGf1yK4kDaahn/SxV6YR2LjUl1GT1B0HiX4OAlcelFajPuZ8QQKsRRuYHXO5Vw2d\n7Yqxa6zs2xi6pGmUM8dz/GINg4otNP0BimD/nruwviGaEzOXPnDqCFOxH+YcdspTvXJrzmSb6A0W\nc9GRk5BEXbjIGkQrsoA4cAyyh1k07DPtI/DD7HlHFoaJ7WA2N7ZgqxRJDeVLnNpJ9OO4C0fG+416\nk48FnYW7NXFw5MDLcWJRzMIfaR/Fie4zuK51Pa5rXY9zg7P6PivStHJP0NTEwaxHsRaL30rT5Vpt\n0E089JPs8zYvF0UnEL+Fg/WMpDhhSRR8bT27b9Mt52XQS/o5YoGXdHAMnHpuZCUs2Yw3/U6OPFKE\ngS3CNMypXRK2O6Wa5OqQBDoALkCcd28jhNzGOX/gMu9ThQoVLiNuevHv4cSX3wkAOPK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3jtLHKo0gKAyeddrFBtcxGRxstCesVXCFHQG5wE81QU8z7zpgglCqZb55AONYEkRbsCO6YM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\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6sfMI2fpakVa2n9UwTLRxSf5CWr8QoYRADPxbsS7rF37SFYlrbsbRG8FJnaPjjOCcnRIA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\n1bPTFN//cwf4qffsItMRNANHeQzEwNWswHt+ZlrDSBAWsflOg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "wwf_u_wind = ma.masked_invalid(wwf.uwnd)\n", "wwf_v_wind = ma.masked_invalid(wwf.vwnd)\n", "\n", "time = 0\n", "fig, axs = plt.subplots(1, 2, figsize=(18, 9))\n", "mesh = axs[0].pcolormesh(\n", " hrdps.nav_lon, hrdps.nav_lat, np.sqrt(hrdps.u_wind[time]**2 + hrdps.v_wind[time]**2),\n", " cmap=cmocean.cm.speed,\n", ")\n", "cbar = fig.colorbar(mesh, ax=axs[0])\n", "cbar.set_label('Wind speed [m/s]')\n", "axs[0].set_title('HRDPS wind input to ww3_prnc')\n", "\n", "axs[1].pcolormesh(\n", " wwf.longitude, wwf.latitude, np.sqrt(wwf_u_wind[time]**2 + wwf_v_wind[time]**2),\n", " cmap=cmocean.cm.speed,\n", ")\n", "cbar = fig.colorbar(mesh, ax=axs[1])\n", "cbar.set_label('Wind speed [m/s]')\n", "axs[1].set_title('Wind output from ww3_shel')\n", "\n", "axs[0].set_xlim(axs[1].get_xlim())\n", "axs[0].set_ylim(axs[1].get_ylim())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a more analytical test,\n", "let's construct a wind field with 2 constant speed patches:\n", "\n", "* a patch of 1 m/s westward (`v` component = 0) at the Sentry Shoal buoy\n", "* a patch of 1 m/s northward (`u` component = 0) at the Halibut Bank buoy" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "hrdps = xr.open_dataset('/results/forcing/atmospheric/GEM2.5/operational/fcst/ops_y2017m01d20.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Near Sentry Shoal:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "array([[[ 0., 0., ..., 0., 0.],\n", " [ 0., 0., ..., 0., 0.],\n", " ..., \n", " [ 0., 0., ..., 0., 0.],\n", " [ 0., 0., ..., 0., 0.]],\n", "\n", " [[ 0., 0., ..., 0., 0.],\n", " [ 0., 0., ..., 0., 0.],\n", " ..., \n", " [ 0., 0., ..., 0., 0.],\n", " [ 0., 0., ..., 0., 0.]],\n", "\n", " ..., \n", " [[ 0., 0., ..., 0., 0.],\n", " [ 0., 0., ..., 0., 0.],\n", " ..., \n", " [ 0., 0., ..., 0., 0.],\n", " [ 0., 0., ..., 0., 0.]],\n", "\n", " [[ 0., 0., ..., 0., 0.],\n", " [ 0., 0., ..., 0., 0.],\n", " ..., \n", " [ 0., 0., ..., 0., 0.],\n", " [ 0., 0., ..., 0., 0.]]])\n", "Dimensions without coordinates: time_counter, y, x\n", "Attributes:\n", " short_name: UGRD_10maboveground\n", " long_name: U-Component of Wind\n", " level: 10 m above ground\n", " units: m/s\n", " coordinates: longitude latitude\n", "\n", "array([[ 0., 0., 0., 0., 0., 0.],\n", " [ 0., 1., 1., 1., 1., 0.],\n", " [ 0., 1., 1., 1., 1., 0.],\n", " [ 0., 1., 1., 1., 1., 0.],\n", " [ 0., 1., 1., 1., 1., 0.],\n", " [ 0., 0., 0., 0., 0., 0.]])\n", "Dimensions without coordinates: y, x\n", "Attributes:\n", " short_name: UGRD_10maboveground\n", " long_name: U-Component of Wind\n", " level: 10 m above ground\n", " units: m/s\n", " coordinates: longitude latitude\n" ] } ], "source": [ "u_patch_data = np.zeros_like(hrdps.u_wind)\n", "u_patch_data[:, 181:185, 105:109] = 1\n", "u_patch = xr.DataArray(\n", " data=u_patch_data,\n", " dims=hrdps.u_wind.dims,\n", " name=hrdps.u_wind.name,\n", " attrs=hrdps.u_wind.attrs,\n", ")\n", "print(u_patch)\n", "print(u_patch[12, 180:186, 104:110])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Near Halibut Bank:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "array([[[ 0., 0., ..., 0., 0.],\n", " [ 0., 0., ..., 0., 0.],\n", " ..., \n", " [ 0., 0., ..., 0., 0.],\n", " [ 0., 0., ..., 0., 0.]],\n", "\n", " [[ 0., 0., ..., 0., 0.],\n", " [ 0., 0., ..., 0., 0.],\n", " ..., \n", " [ 0., 0., ..., 0., 0.],\n", " [ 0., 0., ..., 0., 0.]],\n", "\n", " ..., \n", " [[ 0., 0., ..., 0., 0.],\n", " [ 0., 0., ..., 0., 0.],\n", " ..., \n", " [ 0., 0., ..., 0., 0.],\n", " [ 0., 0., ..., 0., 0.]],\n", "\n", " [[ 0., 0., ..., 0., 0.],\n", " [ 0., 0., ..., 0., 0.],\n", " ..., \n", " [ 0., 0., ..., 0., 0.],\n", " [ 0., 0., ..., 0., 0.]]])\n", "Dimensions without coordinates: time_counter, y, x\n", "Attributes:\n", " short_name: VGRD_10maboveground\n", " long_name: V-Component of Wind\n", " level: 10 m above ground\n", " units: m/s\n", " coordinates: longitude latitude\n", "\n", "array([[ 0., 0., 0., 0., 0., 0.],\n", " [ 0., 1., 1., 1., 1., 0.],\n", " [ 0., 1., 1., 1., 1., 0.],\n", " [ 0., 1., 1., 1., 1., 0.],\n", " [ 0., 1., 1., 1., 1., 0.],\n", " [ 0., 0., 0., 0., 0., 0.]])\n", "Dimensions without coordinates: y, x\n", "Attributes:\n", " short_name: VGRD_10maboveground\n", " long_name: V-Component of Wind\n", " level: 10 m above ground\n", " units: m/s\n", " coordinates: longitude latitude\n" ] } ], "source": [ "v_patch_data = np.zeros_like(hrdps.v_wind)\n", "v_patch_data[:, 147:151, 139:143] = 1\n", "v_patch = xr.DataArray(\n", " data=v_patch_data,\n", " dims=hrdps.v_wind.dims,\n", " name=hrdps.v_wind.name,\n", " attrs=hrdps.v_wind.attrs,\n", ")\n", "print(v_patch)\n", "print(v_patch[12, 146:152, 138:144])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (time: 24, x: 256, y: 266)\n", "Coordinates:\n", " * time (time) datetime64[ns] 2017-01-20 2017-01-20T01:00:00 ...\n", " * y (y) float64 0.0 2.5e+03 5e+03 7.5e+03 1e+04 1.25e+04 1.5e+04 ...\n", " * x (x) float64 0.0 2.5e+03 5e+03 7.5e+03 1e+04 1.25e+04 1.5e+04 ...\n", " latitude (y, x) float64 45.66 45.67 45.67 45.68 45.68 45.69 45.69 45.7 ...\n", " longitude (y, x) float64 233.0 233.0 233.1 233.1 233.1 233.2 233.2 ...\n", "Data variables:\n", " u_wind (time, y, x) float64 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n", " v_wind (time, y, x) float64 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ..." ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds = xr.Dataset(\n", " data_vars={\n", " 'u_wind': u_patch.rename({'time_counter': 'time'}),\n", " 'v_wind': v_patch.rename({'time_counter': 'time'}),\n", " },\n", " coords={\n", " 'time': hrdps.time_counter.rename('time').rename({'time_counter': 'time'}),\n", " 'latitude': hrdps.nav_lat,\n", " 'longitude': hrdps.nav_lon,\n", " }\n", ")\n", "del ds.u_wind.attrs['coordinates']\n", "del ds.v_wind.attrs['coordinates']\n", "ds" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "collapsed": true }, "outputs": [], "source": [ "ds.to_netcdf('SoG_wind_20170120_patches.nc')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(49.2, 50)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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MjsSYJAOKZWQQIUmzy1se/QwoBtxx44UTHbZpECFJWokMKLYCgwhJWmGCw0YHGFBMiEGE\nJGlbYkCxhAwiJGkbYoaijwFFRwYRkiQZUIzFIEKStm0FlMNG+xhQDMkgQpKkhRlQzGNu6KhBhCRp\nQSYo+jj19gIMJiRJGp4ZCkmSxuBMmf3MUEiSpM7MUEiSNCpnynwAMxSSJKkzMxSSJI3BeSj6maGQ\nJEmdGVBIkjSOTHgZpgrJoUluSHJTkhPn2f/wJOcl+XySTUleMXZ7F2FAIUnSDEqyGngncBiwH3BM\nkv0GDnstcG1VHQA8G/h/kjxoEvWxD4UkSWOYgnkongLcVFU3AyQ5GzgSuLbnmAJ2ShJgR+BrwH2T\nqIwZCkmSptNuSTb0LMcN7N8LuLVn+7b2tV5/DTwJ2AxcDRxfVfdPorJmKCRJGtXWmYfi7qpa1/Ec\nvwxcCTwXeBxwUZJPVtU3O9dugBkKSZJm0+3A3j3ba9rXer0C+FA1bgL+A3jiJCpjQCFJ0my6HHh8\nkn3bjpZHA+cOHPNl4HkASR4JPAG4eRKV8ZaHJEljWO5OmVV1X5LXARcAq4F3V9WmJK9u958K/BFw\nZpKraW7S/F5V3T2J+hhQSJI0o6rqfOD8gddO7VnfDByyNepiQCFJ0jiWf9joVLEPhSRJ6swMhSRJ\nIyriw8EGmKGQJEmdmaGQJGkcJij6mKGQJEmdmaGQJGlUWf55KKaNGQpJktSZGQpJksZhhqKPGQpJ\nktSZGQpJksZgH4p+ZigkSVJnZigkSRqHGYo+ZigkSVJnZigkSRqHGYo+ZigkSVJnQwcUSVYn+VyS\nj7TbByS5LMnVSc5LsvMC5f5Hkk1JrknyviQ7LFXlJUlaFu1MmZNcZs0oGYrjget6tk8HTqyq/YFz\ngDcNFkiyF/B6YF1V/QywGjh6/OpKkjQlMuFlxgwVUCRZA7yAJoiYsxa4tF2/CHjRAsW3Ax6SZDvg\nocDm8aoqSZKm1bAZipOBE4D7e17bBBzZrh8F7D1YqKpuB/4C+DLwFeAbVXXhfG+Q5LgkG5JsuOuu\nrw9ZLUmSlokZij6LBhRJDgfurKqNA7teCbwmyUZgJ+DeecruQhN07AvsCTwsybHzvU9VnVZV66pq\n3e677zJiMyRJ0nIaZtjowcARSdYDOwA7Jzmrqo4FDgFIspbmlsigXwL+o6ruao/7EPA04KylqLwk\nSctmBrMIk7RohqKqTqqqNVW1D02Hyk9U1bFJ9gBIsgp4M3DqPMW/DDw1yUOTBHge/R07JUnSCtBl\nHopjktwIXE/T0fIMgCR7JjkfoKo+C3wQuAK4un2/0zrVWJKkaWAfij4jzZRZVRcDF7frpwCnzHPM\nZmB9z/ZbgLd0qaQkSZpuTr0tSdKoUs2iH3HqbUmS1JkBhSRJ6syAQpIkdWYfCkmSxjGDIzEmyQyF\nJEnqzAyFJEnjMEPRxwyFJEnqzAyFJEljiBmKPmYoJElSZ2YoJEkahxmKPmYoJElSZ2YoJEkaVSA+\ny6OPAYUkSePwlkcfb3lIkqTOzFBIkjQGh432M0MhSZI6M0MhSdKIghmKQWYoJElSZ2YoJEkahxmK\nPmYoJElSZ2YoJEkaQ3Biq15mKCRJUmdmKCRJGlUc5THIDIUkSerMDIUkSWMwQ9HPDIUkSerMDIUk\nSWPw8eX9zFBIkqTOzFBIkjSiAKvsQ9HHDIUkSerMDIUkSWNwlEc/MxSSJKkzMxSSJI0qjvIYZIZC\nkiR1ZoZCkqQx2IeinwGFJEkjCsUqH1/ex1sekiSpMzMUkiSNwVse/cxQSJKkzsxQSJI0BjMU/cxQ\nSJKkzsxQSJI0oubhYI7y6GWGQpIkdWaGQpKkUcU+FIPMUEiSpM7MUEiSNAb7UPQzQyFJkjozQyFJ\n0hjsQtHPDIUkSerMDIUkSSNyHooHMkMhSZI6GzqgSLI6yeeSfKTdPiDJZUmuTnJekp3nKfOEJFf2\nLN9M8oalbIAkScshmewya0bJUBwPXNezfTpwYlXtD5wDvGmwQFXdUFUHVtWBwEHAd9tjJUnSCjJU\nQJFkDfACmiBizlrg0nb9IuBFi5zmecAXq+pLo1ZSkqRpsyo10WXWDJuhOBk4Abi/57VNwJHt+lHA\n3ouc42jgfQvtTHJckg1JNtx119eHrJYkSZoGiwYUSQ4H7qyqjQO7Xgm8JslGYCfg3i2c40HAEcAH\nFjqmqk6rqnVVtW733XcZqvKSJC2HSfefmMU+FMMMGz0YOCLJemAHYOckZ1XVscAhAEnW0twSWchh\nwBVV9Z9dKyxJ0vIrVjF7tyUmadEMRVWdVFVrqmofmtsWn6iqY5PsAZBkFfBm4NQtnOYYtnC7Q5Ik\nzbYu81Ack+RG4HpgM3AGQJI9k5w/d1CShwHPBz7UpaKSJE0TO2X2G2mmzKq6GLi4XT8FOGWeYzYD\n63u2vwPs2qWSkiRpujn1tiRJIwqz2XFykpx6W5IkdWaGQpKkMcxiP4dJMkMhSdKMSnJokhuS3JTk\nxAWOeXb7PK1NSS6ZVF3MUEiSNIbl/os8yWrgnTQjKW8DLk9yblVd23PMI4C/AQ6tqi/PTfkwCct9\nPSRJ0nieAtxUVTdX1b3A2fz4kRhzXgx8qKq+DFBVd06qMgYUkiSNqBnlURNdgN3mnnHVLscNVGMv\n4Nae7dva13qtBXZJcnGSjUl+Y1LXxFsekiRNp7ural3Hc2wHHETzxO+HAJcl+UxV3di5dvO8kSRJ\nGkWmYpTH7fQ/6XtN+1qv24CvtpNMfifJpcABwJIHFN7ykCRpNl0OPD7Jvu1TvY8Gzh045p+ApyfZ\nLslDgV8ArptEZcxQSJI0hlXLPFNmVd2X5HXABcBq4N1VtSnJq9v9p1bVdUk+BlwF3A+cXlXXTKI+\nBhSSJM2oqjofOH/gtVMHtv8c+PNJ18WAQpKkEYXZfCLoJBlQSJK0DUvy5CEO+0FVXb2lAwwoJEka\nQ1gxGYpLaDp4bqlXyL7APls6iQGFJEnbtsur6rlbOiDJJxY7iQGFJEljWO5RHktlsWBi2GOch0KS\npBGFZmKrSS5bvU3JwUke1q4fm+Qvk/zksOUNKCRJEsDfAt9NcgDwu8AXgb8btrABhSRJY1hFTXRZ\nBvdVVdE8sfSvq+qdwE7DFrYPhSRJAvhWkpOAY4FnJlkFbD9sYTMUkiSNKlvl8eVb268D3wdeVVV3\n0DxsbOgZNs1QSJK0DUtyAfAx4KNV9Zdzr1fVlxmhD4UBhSRJI2pGeSx3LZbMy4BDgbcmWQt8libA\n+Hj72POhGFBIkrQNa29vnAmc2fab+AXgMOCEJN8DLqyqty92HgMKSZJGtjIfDlZV9wOXtcsfJNkN\n+OVhyhpQSJIkkuwLvB74SXrig6o6YpjyBhSSJI0osFxzRUzSh4F3AecC949a2IBCkiQB/FdVvWPc\nwgYUkiSNYQX2oTglyVuAC2nmowCgqq4YprABhSRJAtgfeCnwXH58y6Pa7UUZUEiSNIasnHko5hwF\nPLaq7h2nsFNvS5IkgGuAR4xb2AyFJEkjWqGjPB4BXJ/kcvr7UDhsVJIkDe0tXQobUEiSNKqsvFEe\nVXVJl/L2oZAkaRuW5CNLcYwZCkmSRrainuXx9CTnbmF/gP0WO4kBhSRJI1phnTKPHOKYRYeSGlBI\nkrQN69p3Yo4BhSRJY1iBE1t1YqdMSZLUmRkKSZJGFFbesNGuDCgkSdqGJbkaFu5hWlU/O8x5DCgk\nSRrDChrlcXj787Xtz//T/nzJKCcxoJAkaRtWVV8CSPL8qvq5nl0nJrkCOHGY8xhQSJI0hhXYhyJJ\nDq6qT7UbT2OEwRsGFJIkCeBVwLuTPLzdvgd45bCFDSgkSRpRAqtW2DwUVbUROGAuoKiqb4xS3nko\nJEkSSR6Z5F3A2VX1jST7JXnVsOUNKCRJGlmxasLLMjgTuADYs92+EXjDsIUNKCRJEsBuVfV+4H6A\nqroP+OGwhYcOKJKsTvK5uWeiJzkgyWVJrk5yXpKdFyj3iCQfTHJ9kuuS/OKw7ylJ0rRKaqLLMvhO\nkl1pJ7lK8lRg6H4Uo2Qojgeu69k+HTixqvYHzgHetEC5U4CPVdUTgQMGziFJkqbD7wDnAo9L8ing\n74DfHrbwUKM8kqwBXgD8SfuGAGuBS9v1i2juu/z+QLmHA88EXg5QVfcyxDPVJUmaZivxWR5VdUWS\nZwFPoGniDVX1g2HLD5uhOBk4gfa+SmsTcGS7fhSw9zzl9gXuAs5ob5ecnuRh871BkuOSbEiy4a67\nvj5ktSRJ0lJI8lCaWTHfUFXXAPskOXyRYj+yaEDRnuzOdnxqr1cCr0myEdiJ+TMP2wFPBv62nc7z\nOywwhWdVnVZV66pq3e677zJs/SVJWhYrcJTHGTTf5XN9HW8H/njYwsNkKA4GjkhyC3A28NwkZ1XV\n9VV1SFUdBLwP+OI8ZW8Dbquqz7bbH6QJMCRJ0nR5XFW9HfgBQFV9l+bWx1AWDSiq6qSqWlNV+wBH\nA5+oqmOT7AGQZBXwZuDUecreAdya5AntS88Drh22cpIkTaOmD8Vkl2Vwb5KH8ONRHo8Dvj9s4S7z\nUByT5EbgemAzTaqEJHsmOb/nuN8G3pvkKuBA4E87vKckSZqMtwAfA/ZO8l7gX2j6Tw5lpGd5VNXF\nwMXt+ik0Q0IHj9kMrO/ZvhJYN8r7SJI07VbgKI+L2seVP5UmCXN8Vd09bHkfDiZJ0siKLE/HyUl7\nFvB0mtse29PMMzUUp96WJEkk+Rvg1cDVwDXA/53kncOWN0MhSdKIVuLjy4HnAk+qqrlOme+hmXNq\nKGYoJEkSwE3AY3q2925fG4oZCkmSxrBMk09N0k7AdUn+vd3+eWBDknMBquqILRU2oJAkSQB/0KWw\nAYUkSWNYacNGgQ3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XkiSpMzMUkiSNw6m3+3g1JElSZ2YoJEkamRNbDfJqSJKkzsxQSJI0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\nqTMDCkmS1JkBhSRJ6syAQpIkdfb/A7cxuAdS3nrwAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "time = 0\n", "fig, ax = plt.subplots(1, 1, figsize=(9, 9))\n", "mesh = ax.pcolormesh(\n", " ds.longitude, ds.latitude, np.sqrt(ds.u_wind[time]**2 + ds.v_wind[time]**2),\n", " cmap=cmocean.cm.speed,\n", ")\n", "cbar = fig.colorbar(mesh, ax=ax)\n", "cbar.set_label('Wind speed [m/s]')\n", "ax.set_title('HRDPS wind input to ww3_prnc')\n", "\n", "ax.set_xlim(234.8, 236.4)\n", "ax.set_ylim(49.2, 50)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "wwf = xr.open_dataset('SoG_ww3_fields_20170120_patches.nc')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "ds = xr.open_dataset('SoG_wind_20170120_patches.nc')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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1qtJ4ZOZYZHmb79692M1WpLXdTW6bNKwm/13676Fbrr766krikapjEei/eKStJEJm3lX+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\nagBYRJAk5Suw+i9JkppjLrKMZ0OSJEmSJFViSwRJUsYCrP5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "wwf_u_wind = ma.masked_invalid(wwf.uwnd)\n", "wwf_v_wind = ma.masked_invalid(wwf.vwnd)\n", "\n", "time = 0\n", "fig, axs = plt.subplots(1, 2, figsize=(18, 9))\n", "mesh = axs[0].pcolormesh(\n", " ds.longitude, ds.latitude, np.sqrt(ds.u_wind[time]**2 + ds.v_wind[time]**2),\n", " cmap=cmocean.cm.speed,\n", ")\n", "cbar = fig.colorbar(mesh, ax=axs[0])\n", "cbar.set_label('Wind speed [m/s]')\n", "axs[0].set_title('HRDPS wind input to ww3_prnc')\n", "\n", "axs[1].pcolormesh(\n", " wwf.longitude, wwf.latitude, np.sqrt(wwf_u_wind[time]**2 + wwf_v_wind[time]**2),\n", " cmap=cmocean.cm.speed,\n", ")\n", "cbar = fig.colorbar(mesh, ax=axs[1])\n", "cbar.set_label('Wind speed [m/s]')\n", "axs[1].set_title('Wind output from ww3_shel')\n", "\n", "for ax in axs:\n", " ax.set_xlim(234.8, 236.4)\n", " ax.set_ylim(49.2, 50)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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vXwq8fMTquwGPjojdgMcAW9fXVEmS1FXGIpLaxsoBzYtxKw3OAt4EPNj33PXA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\ncxqcDrwsIs4BjgE2RMT7M3MXcBZAROxg0DI4VmY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "time = 12\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(18, 9))\n", "mesh = axs[0].pcolormesh(\n", " ds.longitude, ds.latitude, np.rad2deg(np.arctan2(ds.v_wind[time], ds.u_wind[time])),\n", " cmap=cmocean.cm.amp,\n", ")\n", "cbar = fig.colorbar(mesh, ax=axs[0])\n", "cbar.set_label('Wind direction [°]')\n", "axs[0].set_title('HRDPS wind input to ww3_prnc')\n", "\n", "axs[1].pcolormesh(\n", " wwf.longitude, wwf.latitude, np.rad2deg(np.arctan2(wwf_v_wind[time], wwf_u_wind[time])),\n", " cmap=cmocean.cm.amp,\n", ")\n", "cbar = fig.colorbar(mesh, ax=axs[1])\n", "cbar.set_label('Wind direction [°]')\n", "axs[1].set_title('Wind output from ww3_shel')\n", "\n", "for ax in axs:\n", " ax.set_xlim(234.8, 236.4)\n", " ax.set_ylim(49.2, 50)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Evolution of significant wave height:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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noDQXEO8f0tqPaW9vEe1u49VmLE9bRq6/Okvr4V3qb3+W0sotot1NEIVXmSHa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vqjpYOCKkUnMAUqlAuWfd6Z+2pYA8ZlVJ3dNrDWBQP01CxFZxdJnfrp+h/+HqI0W2/f4OYV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\nvtvLUSNmpCIPn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